518 lines
92 KiB
JSON
518 lines
92 KiB
JSON
[
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{
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"name": "\u57fa\u4e8e\u6570\u636e\u589e\u5f3a\u548c\u6807\u7b7e\u566a\u58f0\u7684\u5feb\u901f\u5bf9\u6297\u8bad\u7ec3\u65b9\u6cd5",
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"authors": [
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"\u5b8b\u9038\u98de",
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"\u67f3\u6bc5"
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],
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"affiliations": [
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"\u5e7f\u4e1c\u5de5\u4e1a\u5927\u5b66\u8ba1\u7b97\u673a\u5b66\u9662"
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],
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"abstract": "\u5bf9\u6297\u8bad\u7ec3\u662f\u4fdd\u62a4\u5206\u7c7b\u6a21\u578b\u514d\u53d7\u5bf9\u6297\u6027\u653b\u51fb\u7684\u6709\u6548\u9632\u5fa1\u65b9\u6cd5\u3002\u7136\u800c\uff0c\u7531\u4e8e\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u751f\u6210\u5f3a\u5bf9\u6297\u6837\u672c\u7684\u9ad8\u6210\u672c\uff0c\u53ef\u80fd\u9700\u8981\u6570\u91cf\u7ea7\u7684\u989d\u5916\u8bad\u7ec3\u65f6\u95f4\u3002\u4e3a\u4e86\u514b\u670d\u8fd9\u4e00\u9650\u5236\uff0c\u57fa\u4e8e\u5355\u6b65\u653b\u51fb\u7684\u5feb\u901f\u5bf9\u6297\u8bad\u7ec3\u5df2\u88ab\u63a2\u7d22\u3002\u4ee5\u5f80\u7684\u5de5\u4f5c\u4ece\u6837\u672c\u521d\u59cb\u5316\u3001\u635f\u5931\u6b63\u5219\u5316\u548c\u8bad\u7ec3\u7b56\u7565\u7b49\u4e0d\u540c\u89d2\u5ea6\u5bf9\u5feb\u901f\u5bf9\u6297\u8bad\u7ec3\u8fdb\u884c\u4e86\u6539\u8fdb\u3002\u7136\u800c\uff0c\u5728\u5904\u7406\u5927\u6270\u52a8\u9884\u7b97\u65f6\u9047\u5230\u4e86\u707e\u96be\u6027\u8fc7\u62df\u5408\u3002\u57fa\u4e8e\u6570\u636e\u589e\u5f3a\u4e0e\u6807\u7b7e\u566a\u58f0\u7684\u5feb\u901f\u5bf9\u6297\u8bad\u7ec3\u65b9\u6cd5\u88ab\u63d0\u51fa\uff0c\u4ee5\u89e3\u51b3\u6b64\u56f0\u96be\u3002\u521d\u59cb\u9636\u6bb5\uff0c\u5bf9\u539f\u59cb\u6837\u672c\u6267\u884c\u591a\u79cd\u56fe\u50cf\u8f6c\u6362\uff0c\u5e76\u5f15\u5165\u968f\u673a\u566a\u58f0\u4ee5\u5b9e\u65bd\u6570\u636e\u589e\u5f3a\uff1b\u63a5\u7740\uff0c\u5c11\u91cf\u6807\u7b7e\u566a\u58f0\u88ab\u6ce8\u5165\uff1b\u7136\u540e\u4f7f\u7528\u589e\u5f3a\u7684\u6570\u636e\u751f\u6210\u5bf9\u6297\u6837\u672c\u7528\u4e8e\u6a21\u578b\u8bad\u7ec3\uff1b\u6700\u540e\uff0c\u6839\u636e\u5bf9\u6297\u9c81\u68d2\u6027\u6d4b\u8bd5\u7ed3\u679c\u81ea\u9002\u5e94\u5730\u8c03\u6574\u6807\u7b7e\u566a\u58f0\u7387\u3002\u5728CIFAR-10\u3001CIFAR-100\u6570\u636e\u96c6\u4e0a\u7684\u5168\u9762\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0c\u76f8\u8f83\u4e8eFGSM-MEP\uff0c\u6240\u63d0\u65b9\u6cd5\u5728\u5927\u6270\u52a8\u9884\u7b97\u6761\u4ef6\u4e0b\uff0c\u5728\u4e24\u4e2a\u6570\u636e\u96c6\u4e0a\u7684AA\u4e0a\u5206\u522b\u63d0\u5347\u4e864.63\u548c5.38\u4e2a\u767e\u5206\u70b9\u3002\u7ecf\u5b9e\u9a8c\u8bc1\u660e\uff0c\u65b0\u63d0\u51fa\u7684\u65b9\u6848\u53ef\u4ee5\u6709\u6548\u5730\u5904\u7406\u5927\u7684\u6270\u52a8\u9884\u7b97\u4e0b\u707e\u96be\u6027\u8fc7\u62df\u5408\u95ee\u9898\uff0c\u5e76\u663e\u8457\u589e\u5f3a\u6a21\u578b\u7684\u5bf9\u6297\u9c81\u68d2\u6027\u3002"
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},
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{
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"name": "\u57fa\u4e8e\u6761\u4ef6\u6269\u6563\u6a21\u578b\u7684\u56fe\u50cf\u5206\u7c7b\u5bf9\u6297\u6837\u672c\u9632\u5fa1\u65b9\u6cd5",
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"authors": [
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"\u9648\u5b50\u6c11",
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"\u5173\u5fd7\u6d9b"
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],
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"affiliations": [
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"\u534e\u5317\u7535\u529b\u5927\u5b66\u63a7\u5236\u4e0e\u8ba1\u7b97\u673a\u5b66\u9662"
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],
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"abstract": "\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u5728\u56fe\u50cf\u5206\u7c7b\u7b49\u9886\u57df\u53d6\u5f97\u4ee4\u4eba\u5370\u8c61\u6df1\u523b\u7684\u7ed3\u679c\uff0c\u4f46\u662f\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u5bb9\u6613\u53d7\u5230\u5bf9\u6297\u6837\u672c\u7684\u5e72\u6270\u5a01\u80c1\uff0c\u653b\u51fb\u8005\u901a\u8fc7\u5bf9\u6297\u6837\u672c\u5236\u4f5c\u7b97\u6cd5\uff0c\u7cbe\u5fc3\u8bbe\u8ba1\u5fae\u5c0f\u6270\u52a8\uff0c\u6784\u9020\u8089\u773c\u96be\u4ee5\u5206\u8fa8\u5374\u80fd\u5f15\u53d1\u6a21\u578b\u8bef\u5206\u7c7b\u7684\u5bf9\u6297\u6837\u672c\uff0c\u7ed9\u56fe\u50cf\u5206\u7c7b\u7b49\u6df1\u5ea6\u5b66\u4e60\u5e94\u7528\u5e26\u6765\u4e25\u91cd\u7684\u5b89\u5168\u9690\u60a3\u3002\u4e3a\u63d0\u5347\u56fe\u50cf\u5206\u7c7b\u6a21\u578b\u7684\u9c81\u68d2\u6027\uff0c\u672c\u6587\u5229\u7528\u6761\u4ef6\u6269\u6563\u6a21\u578b\uff0c\u63d0\u51fa\u4e86\u4e00\u79cd\u7efc\u5408\u5bf9\u6297\u6837\u672c\u68c0\u6d4b\u548c\u5bf9\u6297\u6837\u672c\u51c0\u5316\u7684\u5bf9\u6297\u6837\u672c\u9632\u5fa1\u65b9\u6cd5\u3002\u5728\u4e0d\u4fee\u6539\u76ee\u6807\u6a21\u578b\u7684\u57fa\u7840\u4e0a\uff0c\u68c0\u6d4b\u5e76\u51c0\u5316\u5bf9\u6297\u6837\u672c\uff0c\u63d0\u5347\u76ee\u6807\u6a21\u578b\u9c81\u68d2\u6027\u3002\u672c\u65b9\u6cd5\u5305\u62ec\u5bf9\u6297\u6837\u672c\u68c0\u6d4b\u548c\u5bf9\u6297\u6837\u672c\u51c0\u5316\u4e24\u4e2a\u6a21\u5757\u3002\u5bf9\u4e8e\u5bf9\u6297\u6837\u672c\u68c0\u6d4b\uff0c\u91c7\u7528\u4e0d\u4e00\u81f4\u6027\u589e\u5f3a\uff0c\u901a\u8fc7\u8bad\u7ec3\u4e00\u4e2a\u878d\u5165\u76ee\u6807\u6a21\u578b\u9ad8\u7ef4\u7279\u5f81\u548c\u56fe\u7247\u57fa\u672c\u7279\u5f81\u7684\u56fe\u50cf\u4fee\u590d\u6a21\u578b\uff0c\u6bd4\u8f83\u521d\u59cb\u8f93\u5165\u548c\u4fee\u590d\u7ed3\u679c\u7684\u4e0d\u4e00\u81f4\u6027\uff0c\u68c0\u6d4b\u5bf9\u6297\u6837\u672c\uff1b\u5bf9\u4e8e\u5bf9\u6297\u6837\u672c\u51c0\u5316\uff0c\u91c7\u7528\u7aef\u5230\u7aef\u7684\u5bf9\u6297\u6837\u672c\u51c0\u5316\u65b9\u5f0f\uff0c\u5728\u53bb\u566a\u6a21\u578b\u6267\u884c\u8fc7\u7a0b\u4e2d\u52a0\u5165\u56fe\u7247\u4f2a\u5f71\uff0c\u5b9e\u73b0\u5bf9\u6297\u6837\u672c\u51c0\u5316\u3002\u5728\u4fdd\u8bc1\u76ee\u6807\u6a21\u578b\u7cbe\u5ea6\u7684\u524d\u63d0\u4e0b\uff0c\u5728\u76ee\u6807\u6a21\u578b\u524d\u589e\u52a0\u5bf9\u6297\u6837\u672c\u68c0\u6d4b\u548c\u51c0\u5316\u6a21\u5757\uff0c\u6839\u636e\u68c0\u6d4b\u7ed3\u679c\uff0c\u9009\u53d6\u76f8\u5e94\u7684\u51c0\u5316\u7b56\u7565\uff0c\u4ece\u800c\u6d88\u9664\u5bf9\u6297\u6837\u672c\uff0c\u63d0\u5347\u76ee\u6807\u6a21\u578b\u7684\u9c81\u68d2\u6027\u3002\u5728CIFAR10\u6570\u636e\u96c6\u548cCIFAR100\u6570\u636e\u96c6\u4e0a\u4e0e\u73b0\u6709\u65b9\u6cd5\u8fdb\u884c\u5bf9\u6bd4\u5b9e\u9a8c\u3002\u5bf9\u4e8e\u6270\u52a8\u8f83\u5c0f\u7684\u5bf9\u6297\u6837\u672c\uff0c\u672c\u65b9\u6cd5\u7684\u68c0\u6d4b\u7cbe\u5ea6\u6bd4Argos\u65b9\u6cd5\u63d0\u5347\u4e865-9\u4e2a\u767e\u5206\u70b9\uff1b\u76f8\u6bd4\u4e8eADP\u65b9\u6cd5\uff0c\u672c\u65b9\u6cd5\u5728\u9762\u5bf9\u4e0d\u540c\u79cd\u7c7b\u5bf9\u6297\u6837\u672c\u65f6\u9632\u5fa1\u6548\u679c\u66f4\u7a33\u5b9a\uff0c\u4e14\u5728BPDA\u653b\u51fb\u4e0b\uff0c\u672c\u65b9\u6cd5\u7684\u5bf9\u6297\u6837\u672c\u51c0\u5316\u6548\u679c\u8f83ADP\u63d0\u5347\u4e861.3%\u3002 "
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},
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{
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"name": "\u57fa\u4e8e\u63a9\u6a21\u63d0\u53d6\u7684SAR\u56fe\u50cf\u5bf9\u6297\u6837\u672c\u751f\u6210\u65b9\u6cd5",
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"authors": [
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"\u7ae0\u575a\u6b661",
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"\u80fd\u8c6a1",
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"\u674e\u67701",
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"\u94b1\u5efa\u534e2"
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],
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"affiliations": [
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"1. \u676d\u5dde\u7535\u5b50\u79d1\u6280\u5927\u5b66",
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"2. \u4e2d\u56fd\u8054\u901a(\u6d59\u6c5f)\u4ea7\u4e1a\u4e92\u8054\u7f51\u6709\u9650\u516c\u53f8"
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],
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"abstract": "SAR\uff08SyntheticApertureRadar\uff0c\u5408\u6210\u5b54\u5f84\u96f7\u8fbe\uff09\u56fe\u50cf\u7684\u5bf9\u6297\u6837\u672c\u751f\u6210\u5728\u5f53\u524d\u5df2\u7ecf\u6709\u5f88\u591a\u65b9\u6cd5\uff0c\u4f46\u4ecd\u5b58\u5728\u7740\u5bf9\u6297\u6837\u672c\u6270\u52a8\u91cf\u8f83\u5927\u3001\u8bad\u7ec3\u4e0d\u7a33\u5b9a\u4ee5\u53ca\u5bf9\u6297\u6837\u672c\u7684\u8d28\u91cf\u65e0\u6cd5\u4fdd\u8bc1\u7b49\u95ee\u9898\u3002\u9488\u5bf9\u4e0a\u8ff0\u95ee\u9898\uff0c\u63d0\u51fa\u4e86\u4e00\u79cdSAR\u56fe\u50cf\u5bf9\u6297\u6837\u672c\u751f\u6210\u6a21\u578b\uff0c\u8be5\u6a21\u578b\u57fa\u4e8eAdvGAN\u6a21\u578b\u67b6\u6784\uff0c\u9996\u5148\u6839\u636eSAR\u56fe\u50cf\u7684\u7279\u70b9\u8bbe\u8ba1\u4e86\u4e00\u79cd\u7531\u589e\u5f3aLee\u6ee4\u6ce2\u5668\u548cOTSU\uff08\u6700\u5927\u7c7b\u95f4\u65b9\u5dee\u6cd5\uff09\u81ea\u9002\u5e94\u9608\u503c\u5206\u5272\u7b49\u6a21\u5757\u7ec4\u6210\u7684\u63a9\u6a21\u63d0\u53d6\u6a21\u5757\uff0c\u8fd9\u79cd\u65b9\u6cd5\u4ea7\u751f\u7684\u6270\u52a8\u91cf\u66f4\u5c0f\uff0c\u4e0e\u539f\u59cb\u6837\u672c\u7684SSIM\uff08Structural Similarity\uff0c\u7ed3\u6784\u76f8\u4f3c\u6027\uff09\u503c\u8fbe\u52300.997\u4ee5\u4e0a\u3002\u5176\u6b21\u5c06\u6539\u8fdb\u7684RaGAN\u635f\u5931\u5f15\u5165\u5230AdvGAN\u4e2d\uff0c\u4f7f\u7528\u76f8\u5bf9\u5747\u503c\u5224\u522b\u5668\uff0c\u8ba9\u5224\u522b\u5668\u5728\u8bad\u7ec3\u65f6\u540c\u65f6\u4f9d\u8d56\u4e8e\u771f\u5b9e\u6570\u636e\u548c\u751f\u6210\u7684\u6570\u636e\uff0c\u63d0\u9ad8\u4e86\u8bad\u7ec3\u7684\u7a33\u5b9a\u6027\u4e0e\u653b\u51fb\u6548\u679c\u3002\u5728MSTAR\u6570\u636e\u96c6\u4e0a\u4e0e\u76f8\u5173\u65b9\u6cd5\u8fdb\u884c\u4e86\u5b9e\u9a8c\u5bf9\u6bd4\uff0c\u5b9e\u9a8c\u8868\u660e\uff0c\u6b64\u65b9\u6cd5\u751f\u6210\u7684SAR\u56fe\u50cf\u5bf9\u6297\u6837\u672c\u5728\u653b\u51fb\u9632\u5fa1\u6a21\u578b\u65f6\u7684\u653b\u51fb\u6210\u529f\u7387\u8f83\u4f20\u7edf\u65b9\u6cd5\u63d0\u9ad8\u4e8610%\uff5e15%\u3002"
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},
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{
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"name": "\u56fe\u795e\u7ecf\u7f51\u7edc\u5bf9\u6297\u653b\u51fb\u4e0e\u9c81\u68d2\u6027\u8bc4\u6d4b\u524d\u6cbf\u8fdb\u5c55",
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"authors": [
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"\u5434\u6d9b1,2,3",
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"\u66f9\u65b0\u6c761,2",
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"\u5148\u5174\u5e731,2,3",
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"\u8881\u97161,2",
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"\u5f20\u6b8a3",
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"\u5d14\u707f\u4e00\u661f1,2",
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"\u7530\u4f833"
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],
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"affiliations": [
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"1. \u91cd\u5e86\u90ae\u7535\u5927\u5b66\u7f51\u7edc\u7a7a\u95f4\u5b89\u5168\u4e0e\u4fe1\u606f\u6cd5\u5b66\u9662",
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"2. \u91cd\u5e86\u5e02\u7f51\u7edc\u4e0e\u4fe1\u606f\u5b89\u5168\u6280\u672f\u5de5\u7a0b\u5b9e\u9a8c\u5ba4",
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"3. \u91cd\u5e86\u90ae\u7535\u5927\u5b66-\u91cd\u5e86\u4e2d\u56fd\u4e09\u5ce1\u535a\u7269\u9986\u667a\u6167\u6587\u535a\u8054\u5408\u5b9e\u9a8c\u5ba4"
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],
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"abstract": "\u8fd1\u5e74\u6765\uff0c\u56fe\u795e\u7ecf\u7f51\u7edc\uff08GNNs\uff09\u9010\u6e10\u6210\u4e3a\u4eba\u5de5\u667a\u80fd\u7684\u91cd\u8981\u7814\u7a76\u65b9\u5411\u3002\u7136\u800c\uff0cGNNs\u7684\u5bf9\u6297\u8106\u5f31\u6027\u4f7f\u5176\u5b9e\u9645\u5e94\u7528\u9762\u4e34\u4e25\u5cfb\u6311\u6218\u3002\u4e3a\u4e86\u5168\u9762\u8ba4\u8bc6GNNs\u5bf9\u6297\u653b\u51fb\u4e0e\u9c81\u68d2\u6027\u8bc4\u6d4b\u7684\u7814\u7a76\u5de5\u4f5c\uff0c\u5bf9\u76f8\u5173\u524d\u6cbf\u8fdb\u5c55\u8fdb\u884c\u68b3\u7406\u548c\u5206\u6790\u8ba8\u8bba\u3002\u9996\u5148\uff0c\u4ecb\u7ecdGNNs\u5bf9\u6297\u653b\u51fb\u7684\u7814\u7a76\u80cc\u666f\uff0c\u7ed9\u51faGNNs\u5bf9\u6297\u653b\u51fb\u7684\u5f62\u5f0f\u5316\u5b9a\u4e49\uff0c\u9610\u8ff0GNNs\u5bf9\u6297\u653b\u51fb\u53ca\u9c81\u68d2\u6027\u8bc4\u6d4b\u7684\u7814\u7a76\u6846\u67b6\u548c\u57fa\u672c\u6982\u5ff5\u3002\u7136\u540e\uff0c\u5bf9GNNs\u5bf9\u6297\u653b\u51fb\u9886\u57df\u6240\u63d0\u5177\u4f53\u65b9\u6cd5\u8fdb\u884c\u4e86\u603b\u7ed3\u548c\u68b3\u7406\uff0c\u5e76\u5bf9\u5176\u4e2d\u7684\u524d\u6cbf\u65b9\u6cd5\u4ece\u5bf9\u6297\u653b\u51fb\u7c7b\u578b\u548c\u653b\u51fb\u76ee\u6807\u8303\u56f4\u7684\u89d2\u5ea6\u8fdb\u884c\u8be6\u7ec6\u5206\u7c7b\u9610\u8ff0\uff0c\u5206\u6790\u4e86\u5b83\u4eec\u7684\u5de5\u4f5c\u673a\u5236\u3001\u539f\u7406\u548c\u4f18\u7f3a\u70b9\u3002\u5176\u6b21\uff0c\u8003\u8651\u5230\u57fa\u4e8e\u5bf9\u6297\u653b\u51fb\u7684\u6a21\u578b\u9c81\u68d2\u6027\u8bc4\u6d4b\u4f9d\u8d56\u4e8e\u5bf9\u6297\u653b\u51fb\u65b9\u6cd5\u7684\u9009\u62e9\u548c\u5bf9\u6297\u6270\u52a8\u7a0b\u5ea6\uff0c\u53ea\u80fd\u5b9e\u73b0\u95f4\u63a5\u3001\u5c40\u90e8\u7684\u8bc4\u4ef7\uff0c\u96be\u4ee5\u5168\u9762\u53cd\u6620\u6a21\u578b\u9c81\u68d2\u6027\u7684\u672c\u8d28\u7279\u5f81\uff0c\u4ece\u800c\u7740\u91cd\u5bf9\u6a21\u578b\u9c81\u68d2\u6027\u7684\u76f4\u63a5\u8bc4\u6d4b\u6307\u6807\u8fdb\u884c\u4e86\u68b3\u7406\u548c\u5206\u6790\u3002\u5728\u6b64\u57fa\u7840\u4e0a\uff0c\u4e3a\u4e86\u652f\u6491GNNs\u5bf9\u6297\u653b\u51fb\u65b9\u6cd5\u548c\u9c81\u68d2\u6027\u6a21\u578b\u7684\u8bbe\u8ba1\u4e0e\u8bc4\u4ef7\uff0c\u901a\u8fc7\u5b9e\u9a8c\u4ece\u6613\u5b9e\u73b0\u7a0b\u5ea6\u3001\u51c6\u786e\u6027\u3001\u6267\u884c\u65f6\u95f4\u7b49\u65b9\u9762\u5bf9\u4ee3\u8868\u6027\u7684GNNs\u5bf9\u6297\u653b\u51fb\u65b9\u6cd5\u8fdb\u884c\u4e86\u5bf9\u6bd4\u5206\u6790\u3002\u6700\u540e\uff0c\u5bf9\u5b58\u5728\u7684\u6311\u6218\u548c\u672a\u6765\u7814\u7a76\u65b9\u5411\u8fdb\u884c\u5c55\u671b\u3002\u603b\u4f53\u800c\u8a00\uff0c\u76ee\u524dGNNs\u5bf9\u6297\u9c81\u68d2\u6027\u7814\u7a76\u4ee5\u53cd\u590d\u5b9e\u9a8c\u4e3a\u4e3b\u3001\u7f3a\u4e4f\u5177\u6709\u6307\u5bfc\u6027\u7684\u7406\u8bba\u6846\u67b6\u3002\u5982\u4f55\u4fdd\u969c\u57fa\u4e8eGNNs\u7684\u6df1\u5ea6\u667a\u80fd\u7cfb\u7edf\u7684\u53ef\u4fe1\u6027\uff0c\u4ecd\u9700\u8fdb\u4e00\u6b65\u7cfb\u7edf\u6027\u7684\u57fa\u7840\u7406\u8bba\u7814\u7a76\u3002 "
|
|
},
|
|
{
|
|
"name": "\u8bca\u65ad\u548c\u63d0\u9ad8\u8fc1\u79fb\u5b66\u4e60\u6a21\u578b\u9c81\u68d2\u6027\u7684\u53ef\u89c6\u5206\u6790\u65b9\u6cd5",
|
|
"authors": [
|
|
"\u5218\u771f",
|
|
"\u989c\u83c1",
|
|
"\u5434\u5146\u56fd",
|
|
"\u6797\u83f2",
|
|
"\u5434\u5411\u9633"
|
|
],
|
|
"affiliations": [
|
|
"\u676d\u5dde\u7535\u5b50\u79d1\u6280\u5927\u5b66\u8ba1\u7b97\u673a\u5b66\u9662"
|
|
],
|
|
"abstract": "\u867d\u7136\u8fc1\u79fb\u5b66\u4e60\u53ef\u4ee5\u4f7f\u5f00\u53d1\u4eba\u5458\u6839\u636e\u590d\u6742\u7684\u9884\u8bad\u7ec3\u6a21\u578b(\u6559\u5e08\u6a21\u578b)\u6784\u5efa\u7b26\u5408\u76ee\u6807\u4efb\u52a1\u7684\u81ea\u5b9a\u4e49\u6a21\u578b(\u5b66\u751f\u6a21\u578b)\uff0c \u4f46\u662f\u8fc1\u79fb\u5b66\u4e60\u4e2d\u7684\u5b66\u751f\u6a21\u578b\u53ef\u80fd\u4f1a\u7ee7\u627f\u6559\u5e08\u6a21\u578b\u4e2d\u7684\u7f3a\u9677\uff0c \u800c\u6a21\u578b\u9c81\u68d2\u6027\u662f\u4f5c\u4e3a\u8861\u91cf\u6a21\u578b\u7f3a\u9677\u7ee7\u627f\u7684\u91cd\u8981\u6307\u6807\u4e4b\u4e00. \u5728\u8fc1\u79fb\u5b66\u4e60\u9886\u57df\u4e2d\uff0c \u901a\u5e38\u4f1a\u8fd0\u7528\u7f3a\u9677\u7f13\u89e3\u6216\u5b66\u751f\u6a21\u578b\u548c\u6559\u5e08\u6a21\u578b\u8054\u5408\u8bad\u7ec3\u7684\u65b9\u6cd5\uff0c \u8fbe\u5230\u51cf\u5c11\u7ee7\u627f\u6559\u5e08\u6a21\u578b\u7684\u7f3a\u9677\u77e5\u8bc6\u76ee\u7684. \u56e0\u6b64\uff0c \u8bba\u6587\u63d0\u51fa\u4e00\u79cd\u7528\u4e8e\u63a2\u7d22\u8fc1\u79fb\u5b66\u4e60\u8fc7\u7a0b\u4e2d\u6a21\u578b\u9c81\u68d2\u6027\u53d8\u5316\u60c5\u51b5\u7684\u53ef\u89c6\u5206\u6790\u65b9\u6cd5\uff0c \u5e76\u6784\u5efa\u4e86\u76f8\u5e94\u7684\u539f\u578b\u7cfb\u7edf\u2014\u2014TLMRVis. \u8be5\u65b9\u6cd5\u9996\u5148\u8ba1\u7b97\u4e86\u5b66\u751f\u6a21\u578b\u7684\u9c81\u68d2\u6027\u80fd\u6307\u6807; \u5176\u6b21\u5728\u6570\u636e\u5b9e\u4f8b\u5c42\u9762\u5c55\u793a\u6a21\u578b\u5404\u7c7b\u522b\u7684\u8868\u73b0\u6027\u80fd; \u7136\u540e\u5728\u5b9e\u4f8b\u7279\u5f81\u5c42\u9762\u901a\u8fc7\u6a21\u578b\u62bd\u8c61\u5316\u65b9\u5f0f\u53bb\u63ed\u793a\u6559\u5e08\u6a21\u578b\u548c\u5b66\u751f\u6a21\u578b\u4e4b\u95f4\u7ee7\u627f\u7684\u91cd\u7528\u77e5\u8bc6; \u6700\u540e\u7ed3\u5408\u6a21\u578b\u5207\u7247\u65b9\u6cd5\u6539\u5584\u6a21\u578b\u7684\u7f3a\u9677\u7ee7\u627f\u7528\u4ee5\u63d0\u9ad8\u6a21\u578b\u9c81\u68d2\u6027. \u540c\u65f6\uff0c TLMRVis\u7cfb\u7edf\u4e0d\u4ec5\u7ed3\u5408\u591a\u79cd\u53ef\u89c6\u5316\u65b9\u6cd5\u5c55\u793a\u591a\u79cd\u5b66\u751f\u6a21\u578b\u548c\u6559\u5e08\u6a21\u578b\u4e4b\u95f4\u7684\u5f02\u540c\u70b9\uff0c \u800c\u4e14\u901a\u8fc7\u5f15\u5165\u7f3a\u9677\u7f13\u89e3\u6280\u672f\u6765\u67e5\u770b\u548c\u8bca\u65ad\u6559\u5e08\u6a21\u578b\u548c\u5b66\u751f\u6a21\u578b\u7684\u6027\u80fd\u53d8\u5316\u548c\u5e95\u5c42\u9884\u6d4b\u884c\u4e3a\u673a\u5236. 2\u4e2a\u6848\u4f8b\u7684\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0c TLMRVis\u7cfb\u7edf\u53ef\u4ee5\u5e2e\u52a9\u7528\u6237\u5206\u6790\u8fc1\u79fb\u5b66\u4e60\u4e2d\u6a21\u578b\u7684\u9c81\u68d2\u6027\u3001\u6a21\u578b\u7ee7\u627f\u7684\u7f3a\u9677\u77e5\u8bc6\u548c\u6a21\u578b\u7f3a\u9677\u6539\u5584\u540e\u7684\u6027\u80fd\u53d8\u5316."
|
|
},
|
|
{
|
|
"name": "\u57fa\u4e8e\u8fd1\u7aef\u7ebf\u6027\u7ec4\u5408\u7684\u4fe1\u53f7\u8bc6\u522b\u795e\u7ecf\u7f51\u7edc\u9ed1\u76d2\u5bf9\u6297\u653b\u51fb\u65b9\u6cd5",
|
|
"authors": [
|
|
"\u90ed\u5b87\u7426",
|
|
"\u674e\u4e1c\u9633",
|
|
"\u95eb\u9554",
|
|
"\u738b\u6797\u5143"
|
|
],
|
|
"affiliations": [
|
|
"\u6218\u7565\u652f\u63f4\u90e8\u961f\u4fe1\u606f\u5de5\u7a0b\u5927\u5b66\u6210\u50cf\u4e0e\u667a\u80fd\u5904\u7406\u5b9e\u9a8c\u5ba4"
|
|
],
|
|
"abstract": "\u968f\u7740\u6df1\u5ea6\u5b66\u4e60\u5728\u65e0\u7ebf\u901a\u4fe1\u9886\u57df\u7279\u522b\u662f\u4fe1\u53f7\u8c03\u5236\u8bc6\u522b\u65b9\u5411\u7684\u5e7f\u6cdb\u5e94\u7528\uff0c\u795e\u7ecf\u7f51\u7edc\u6613\u53d7\u5bf9\u6297\u6837\u672c\u653b\u51fb\u7684\u95ee\u9898\u540c\u6837\u5f71\u54cd\u7740\u65e0\u7ebf\u901a\u4fe1\u7684\u5b89\u5168\u3002\u9488\u5bf9\u65e0\u7ebf\u4fe1\u53f7\u5728\u901a\u4fe1\u4e2d\u96be\u4ee5\u5b9e\u65f6\u83b7\u5f97\u795e\u7ecf\u7f51\u7edc\u53cd\u9988\u4e14\u53ea\u80fd\u8bbf\u95ee\u8bc6\u522b\u7ed3\u679c\u7684\u9ed1\u76d2\u653b\u51fb\u573a\u666f\uff0c\u63d0\u51fa\u4e86\u4e00\u79cd\u57fa\u4e8e\u8fd1\u7aef\u7ebf\u6027\u7ec4\u5408\u7684\u9ed1\u76d2\u67e5\u8be2\u5bf9\u6297\u653b\u51fb\u65b9\u6cd5\u3002\u8be5\u65b9\u6cd5\u9996\u5148\u5728\u6570\u636e\u96c6\u7684\u4e00\u4e2a\u5b50\u96c6\u4e0a\uff0c\u5bf9\u6bcf\u4e2a\u539f\u59cb\u4fe1\u53f7\u6837\u672c\u8fdb\u884c\u8fd1\u7aef\u7ebf\u6027\u7ec4\u5408\uff0c\u5373\u5728\u975e\u5e38\u9760\u8fd1\u539f\u59cb\u4fe1\u53f7\u7684\u8303\u56f4\u5185\u4e0e\u76ee\u6807\u4fe1\u53f7\u8fdb\u884c\u7ebf\u6027\u7ec4\u5408\uff08\u52a0\u6743\u7cfb\u6570\u4e0d\u5927\u4e8e0.05\uff09\uff0c\u5e76\u5c06\u5176\u8f93\u5165\u5f85\u653b\u51fb\u7f51\u7edc\u67e5\u8be2\u8bc6\u522b\u7ed3\u679c\u3002\u901a\u8fc7\u7edf\u8ba1\u7f51\u7edc\u5bf9\u5168\u90e8\u8fd1\u7aef\u7ebf\u6027\u7ec4\u5408\u8bc6\u522b\u51fa\u9519\u7684\u6570\u91cf\uff0c\u786e\u5b9a\u6bcf\u7c7b\u539f\u59cb\u4fe1\u53f7\u6700\u5bb9\u6613\u53d7\u5230\u7ebf\u6027\u7ec4\u5408\u5f71\u54cd\u7684\u7279\u5b9a\u76ee\u6807\u4fe1\u53f7\uff0c\u5c06\u5176\u79f0\u4e3a\u6700\u4f73\u6270\u52a8\u4fe1\u53f7\u3002\u5728\u653b\u51fb\u6d4b\u8bd5\u65f6\uff0c\u6839\u636e\u4fe1\u53f7\u7684\u7c7b\u522b\u9009\u62e9\u5bf9\u5e94\u6700\u4f73\u6270\u52a8\u4fe1\u53f7\u6267\u884c\u8fd1\u7aef\u7ebf\u6027\u7ec4\u5408\uff0c\u751f\u6210\u5bf9\u6297\u6837\u672c\u3002\u5b9e\u9a8c\u7ed3\u679c\u663e\u793a\uff0c\u8be5\u65b9\u6cd5\u5728\u9009\u5b9a\u5b50\u96c6\u4e0a\u9488\u5bf9\u6bcf\u79cd\u8c03\u5236\u7c7b\u522b\u7684\u6700\u4f73\u6270\u52a8\u4fe1\u53f7\uff0c\u6dfb\u52a0\u5728\u5168\u90e8\u6570\u636e\u96c6\u4e0a\u80fd\u5c06\u795e\u7ecf\u7f51\u7edc\u8bc6\u522b\u51c6\u786e\u7387\u4ece94%\u964d\u523050%\uff0c\u4e14\u76f8\u8f83\u4e8e\u6dfb\u52a0\u968f\u673a\u566a\u58f0\u653b\u51fb\u7684\u6270\u52a8\u529f\u7387\u66f4\u5c0f\u3002\u6b64\u5916\uff0c\u751f\u6210\u7684\u5bf9\u6297\u6837\u672c\u5bf9\u4e8e\u7ed3\u6784\u8fd1\u4f3c\u7684\u795e\u7ecf\u7f51\u7edc\u5177\u6709\u4e00\u5b9a\u8fc1\u79fb\u6027\u3002\u8fd9\u79cd\u65b9\u6cd5\u5728\u7edf\u8ba1\u67e5\u8be2\u540e\u751f\u6210\u65b0\u7684\u5bf9\u6297\u6837\u672c\u65f6\uff0c\u6613\u4e8e\u5b9e\u73b0\u4e14\u65e0\u9700\u518d\u8fdb\u884c\u9ed1\u76d2\u67e5\u8be2\u3002"
|
|
},
|
|
{
|
|
"name": "\u57fa\u4e8e\u751f\u6210\u5bf9\u6297\u7f51\u7edc\u7684\u6df1\u5ea6\u4f2a\u9020\u8de8\u6a21\u578b\u9632\u5fa1\u65b9\u6cd5",
|
|
"authors": [
|
|
"\u6234\u78ca",
|
|
"\u66f9\u6797",
|
|
"\u90ed\u4e9a\u7537",
|
|
"\u5f20\u5e06",
|
|
"\u675c\u5eb7\u5b81"
|
|
],
|
|
"affiliations": [
|
|
"\u5317\u4eac\u4fe1\u606f\u79d1\u6280\u5927\u5b66\u4fe1\u606f\u4e0e\u901a\u4fe1\u5de5\u7a0b\u5b66\u9662"
|
|
],
|
|
"abstract": "\u4e3a\u4e86\u964d\u4f4e\u6df1\u5ea6\u4f2a\u9020\uff08deepfake\uff09\u6280\u672f\u6ee5\u7528\u5e26\u6765\u7684\u793e\u4f1a\u98ce\u9669\uff0c\u63d0\u51fa\u4e00\u79cd\u57fa\u4e8e\u751f\u6210\u5bf9\u6297\u7f51\u7edc\u7684\u4e3b\u52a8\u9632\u5fa1\u6df1\u5ea6\u4f2a\u9020\u65b9\u6cd5\uff0c\u901a\u8fc7\u5728\u539f\u59cb\u56fe\u50cf\u4e0a\u589e\u52a0\u5fae\u5f31\u6270\u52a8\u5236\u4f5c\u5bf9\u6297\u6837\u672c\uff0c\u4f7f\u591a\u4e2a\u4f2a\u9020\u6a21\u578b\u8f93\u51fa\u4ea7\u751f\u660e\u663e\u5931\u771f\u3002\u63d0\u51fa\u7684\u6a21\u578b\u7531\u5bf9\u6297\u6837\u672c\u751f\u6210\u6a21\u5757\u548c\u5bf9\u6297\u6837\u672c\u4f18\u5316\u6a21\u5757\u7ec4\u6210\u3002\u5bf9\u6297\u6837\u672c\u751f\u6210\u6a21\u5757\u5305\u62ec\u751f\u6210\u5668\u548c\u9274\u522b\u5668\uff0c\u751f\u6210\u5668\u63a5\u6536\u539f\u59cb\u56fe\u50cf\u751f\u6210\u6270\u52a8\u540e\uff0c\u901a\u8fc7\u5bf9\u6297\u8bad\u7ec3\u7ea6\u675f\u6270\u52a8\u7684\u7a7a\u95f4\u5206\u5e03\uff0c\u964d\u4f4e\u6270\u52a8\u7684\u89c6\u89c9\u611f\u77e5\uff0c\u63d0\u9ad8\u5bf9\u6297\u6837\u672c\u7684\u771f\u5b9e\u6027\uff1b\u5bf9\u6297\u6837\u672c\u4f18\u5316\u6a21\u5757\u7531\u57fa\u7840\u5bf9\u6297\u6c34\u5370\u3001\u6df1\u5ea6\u4f2a\u9020\u6a21\u578b\u548c\u9274\u522b\u5668\u7b49\u7ec4\u6210\uff0c\u901a\u8fc7\u6a21\u62df\u9ed1\u76d2\u573a\u666f\u4e0b\u653b\u51fb\u591a\u4e2a\u6df1\u5ea6\u4f2a\u9020\u6a21\u578b\uff0c\u63d0\u9ad8\u5bf9\u6297\u6837\u672c\u7684\u653b\u51fb\u6027\u548c\u8fc1\u79fb\u6027\u3002\u5728\u5e38\u7528\u6df1\u5ea6\u4f2a\u9020\u6570\u636e\u96c6CelebA\u548cLFW\u8fdb\u884c\u4e86\u8bad\u7ec3\u548c\u6d4b\u8bd5\uff0c\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0c\u76f8\u6bd4\u73b0\u6709\u4e3b\u52a8\u9632\u5fa1\u65b9\u6cd5\uff0c\u672c\u6587\u5728\u5b9e\u73b0\u8de8\u6a21\u578b\u4e3b\u52a8\u9632\u5fa1\u7684\u57fa\u7840\u4e0a\uff0c\u9632\u5fa1\u6210\u529f\u7387\u8fbe\u523085%\u4ee5\u4e0a\uff0c\u5e76\u4e14\u5bf9\u6297\u6837\u672c\u751f\u6210\u6548\u7387\u6bd4\u4f20\u7edf\u7b97\u6cd5\u63d0\u9ad820\uff5e30\u500d\u3002"
|
|
},
|
|
{
|
|
"name": "\u57fa\u4e8e\u6df1\u5ea6\u5b66\u4e60\u7684\u6307\u7eb9\u5ba4\u5185\u5b9a\u4f4d\u5bf9\u6297\u6837\u672c\u653b\u51fb\u7814\u7a76",
|
|
"authors": [
|
|
"\u5f20\u5b66\u519b1",
|
|
"\u5e2d\u963f\u53cb1",
|
|
"\u52a0\u5c0f\u7ea21",
|
|
"\u5f20\u658c1",
|
|
"\u674e\u68851",
|
|
"\u675c\u6653\u521a2",
|
|
"\u9ec4\u6d77\u71d51"
|
|
],
|
|
"affiliations": [
|
|
"1. \u5170\u5dde\u4ea4\u901a\u5927\u5b66\u7535\u5b50\u4e0e\u4fe1\u606f\u5de5\u7a0b\u5b66\u9662",
|
|
"2. \u9655\u897f\u79d1\u6280\u5927\u5b66\u7535\u5b50\u4fe1\u606f\u4e0e\u4eba\u5de5\u667a\u80fd\u5b66\u9662"
|
|
],
|
|
"abstract": "\u57fa\u4e8e\u6df1\u5ea6\u5b66\u4e60\u7684\u6307\u7eb9\u5ba4\u5185\u5b9a\u4f4d\u7cfb\u7edf\u56e0\u5176\u80fd\u591f\u6709\u6548\u62bd\u53d6RSS\u6307\u7eb9\u6570\u636e\u7684\u6df1\u5c42\u7279\u5f81\u800c\u5927\u5e45\u63d0\u9ad8\u4e86\u5ba4\u5185\u5b9a\u4f4d\u6027\u80fd\uff0c\u4f46\u8be5\u7c7b\u65b9\u6cd5\u9700\u8981\u5927\u91cf\u3001\u591a\u6837\u5316\u7684RSS\u6307\u7eb9\u6570\u636e\u8bad\u7ec3\u6a21\u578b\uff0c\u5e76\u4e14\u5bf9\u5176\u5b89\u5168\u6f0f\u6d1e\u4e5f\u7f3a\u4e4f\u5145\u5206\u7684\u7814\u7a76\uff0c\u8fd9\u4e9b\u5b89\u5168\u6f0f\u6d1e\u6e90\u4e8e\u65e0\u7ebfWi-Fi\u5a92\u4f53\u7684\u5f00\u653e\u6027\u548c\u5206\u7c7b\u5668\u7684\u56fa\u6709\u7f3a\u9677\uff08\u5982\u6613\u906d\u53d7\u5bf9\u6297\u6027\u653b\u51fb\u7b49\uff09\u3002\u4e3a\u6b64\uff0c\u5bf9\u57fa\u4e8e\u6df1\u5ea6\u5b66\u4e60\u7684RSS\u6307\u7eb9\u5ba4\u5185\u5b9a\u4f4d\u7cfb\u7edf\u7684\u5bf9\u6297\u6027\u653b\u51fb\u8fdb\u884c\u7814\u7a76\uff0c\u63d0\u51fa\u4e86\u4e00\u79cd\u57fa\u4e8eWi-Fi\u6307\u7eb9\u5ba4\u5185\u5b9a\u4f4d\u7684\u5bf9\u6297\u6837\u672c\u653b\u51fb\u6846\u67b6\uff0c\u5e76\u5229\u7528\u8be5\u6846\u67b6\u7814\u7a76\u4e86\u5bf9\u6297\u653b\u51fb\u5bf9\u57fa\u4e8e\u6df1\u5ea6\u5b66\u4e60\u7684RSS\u6307\u7eb9\u5ba4\u5185\u5b9a\u4f4d\u6a21\u578b\u6027\u80fd\u7684\u5f71\u54cd\u3002\u8be5\u6846\u67b6\u5305\u542b\u79bb\u7ebf\u8bad\u7ec3\u548c\u5728\u7ebf\u5b9a\u4f4d\u4e24\u4e2a\u9636\u6bb5\uff0c\u5728\u79bb\u7ebf\u8bad\u7ec3\u9636\u6bb5\uff0c\u8bbe\u8ba1\u9002\u7528\u4e8e\u589e\u5e7fWi-Fi RSS\u6307\u7eb9\u6570\u636e\u7684\u6761\u4ef6\u751f\u6210\u5bf9\u6297\u7f51\u7edc\uff08CGAN\uff09\u6765\u751f\u6210\u5927\u91cf\u3001\u591a\u6837\u5316\u7684RSS\u6307\u7eb9\u6570\u636e\u8bad\u7ec3\u9ad8\u9c81\u68d2\u7684\u5ba4\u5185\u5b9a\u4f4d\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\uff1b\u5728\u7ebf\u5b9a\u4f4d\u9636\u6bb5\uff0c\u6784\u9020\u6700\u5f3a\u7684\u4e00\u9636\u653b\u51fb\u7b56\u7565\u6765\u751f\u6210\u9488\u5bf9Wi-Fi RSS\u6307\u7eb9\u5ba4\u5185\u5b9a\u4f4d\u7cfb\u7edf\u7684\u6709\u6548RSS\u5bf9\u6297\u6837\u672c\uff0c\u7814\u7a76\u5bf9\u6297\u653b\u51fb\u5bf9\u4e0d\u540c\u5ba4\u5185\u5b9a\u4f4d\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u6027\u80fd\u7684\u5f71\u54cd\u3002\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff1a\u5728\u516c\u5f00UJIIndoorLoc\u6570\u636e\u96c6\u4e0a\uff0c\u7531\u6240\u63d0\u6846\u67b6\u751f\u6210\u7684RSS\u6307\u7eb9\u5bf9\u6297\u6837\u672c\u5bf9\u73b0\u6709\u7684CNN\u3001DNN\u3001MLP\u3001pixeldp\uff3fCNN\u7684\u6307\u7eb9\u5ba4\u5185\u5b9a\u4f4d\u6a21\u578b\u7684\u653b\u51fb\u6210\u529f\u7387\u5206\u522b\u8fbe\u523094.1%\uff0c63.75%\uff0c43.45%\uff0c72.5%\uff1b\u800c\u4e14\uff0c\u5bf9\u7531CGAN\u7f51\u7edc\u589e\u5e7f\u6570\u636e\u8bad\u7ec3\u7684\u4e0a\u8ff0\u56db\u79cd\u6307\u7eb9\u5ba4\u5185\u5b9a\u4f4d\u6a21\u578b\u7684\u653b\u51fb\u6210\u529f\u7387\u4ecd\u5206\u522b\u8fbe\u5230\u4e8684.95%\uff0c44.8%\uff0c15.7%\uff0c11.5%\uff1b\u56e0\u6b64\uff0c\u73b0\u6709\u7684\u57fa\u4e8e\u6df1\u5ea6\u5b66\u4e60\u7684\u6307\u7eb9\u5ba4\u5185\u5b9a\u4f4d\u6a21\u578b\u6613\u906d\u53d7\u5bf9\u6297\u6837\u672c\u653b\u51fb\u7684\u5f71\u54cd\uff0c\u7531\u771f\u5b9e\u6570\u636e\u548c\u589e\u5e7f\u6570\u636e\u6df7\u5408\u8bad\u7ec3\u7684\u5ba4\u5185\u5b9a\u4f4d\u6a21\u578b\u5728\u9762\u4e34\u5bf9\u6297\u6837\u672c\u653b\u51fb\u65f6\u5177\u6709\u66f4\u597d\u7684\u9c81\u68d2\u6027\u3002 "
|
|
},
|
|
{
|
|
"name": "\u57fa\u4e8eGAN\u7684\u65e0\u6570\u636e\u9ed1\u76d2\u5bf9\u6297\u653b\u51fb\u65b9\u6cd5",
|
|
"authors": [
|
|
"\u8d75\u6069\u6d69",
|
|
"\u51cc\u6377"
|
|
],
|
|
"affiliations": [
|
|
"\u5e7f\u4e1c\u5de5\u4e1a\u5927\u5b66\u8ba1\u7b97\u673a\u5b66\u9662"
|
|
],
|
|
"abstract": "\u5bf9\u6297\u6837\u672c\u80fd\u591f\u4f7f\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u4ee5\u9ad8\u7f6e\u4fe1\u5ea6\u8f93\u51fa\u9519\u8bef\u7684\u7ed3\u679c\u3002\u5728\u9ed1\u76d2\u653b\u51fb\u4e2d\uff0c\u73b0\u6709\u7684\u66ff\u4ee3\u6a21\u578b\u8bad\u7ec3\u65b9\u6cd5\u9700\u8981\u76ee\u6807\u6a21\u578b\u5168\u90e8\u6216\u90e8\u5206\u8bad\u7ec3\u6570\u636e\u624d\u80fd\u53d6\u5f97\u8f83\u597d\u7684\u653b\u51fb\u6548\u679c\uff0c\u4f46\u5b9e\u9645\u5e94\u7528\u4e2d\u76ee\u6807\u6a21\u578b\u7684\u8bad\u7ec3\u6570\u636e\u96be\u4ee5\u83b7\u53d6\u3002\u56e0\u6b64\uff0c\u6587\u4e2d\u63d0\u51fa\u4e00\u79cd\u57fa\u4e8eGAN\u7684\u65e0\u6570\u636e\u9ed1\u76d2\u5bf9\u6297\u653b\u51fb\u65b9\u6cd5\u3002\u65e0\u9700\u76ee\u6807\u6a21\u578b\u7684\u8bad\u7ec3\u6570\u636e\uff0c\u4f7f\u7528\u6df7\u5408\u6807\u7b7e\u4fe1\u606f\u7684\u566a\u58f0\u751f\u6210\u66ff\u4ee3\u6a21\u578b\u6240\u9700\u7684\u8bad\u7ec3\u6837\u672c\uff0c\u901a\u8fc7\u76ee\u6807\u6a21\u578b\u7684\u6807\u8bb0\u4fe1\u606f\u4ee5\u53ca\u591a\u6837\u5316\u635f\u5931\u51fd\u6570\u4f7f\u8bad\u7ec3\u6837\u672c\u5206\u5e03\u5747\u5300\u4e14\u5305\u542b\u66f4\u591a\u7279\u5f81\u4fe1\u606f\uff0c\u8fdb\u800c\u4f7f\u66ff\u4ee3\u6a21\u578b\u9ad8\u6548\u5b66\u4e60\u76ee\u6807\u6a21\u578b\u7684\u5206\u7c7b\u529f\u80fd\u3002\u5bf9\u6bd4DaST\u548cMAZE\uff0c\u6587\u4e2d\u65b9\u6cd5\u5728\u964d\u4f4e35%-60%\u7684\u5bf9\u6297\u6270\u52a8\u548c\u67e5\u8be2\u6b21\u6570\u7684\u540c\u65f6\u5bf9CIFAR-100\u3001CIFAR-10\u3001SVHN\u3001FMNIST\u3001MNIST\u4e94\u4e2a\u6570\u636e\u96c6\u7684FGSM\u3001BIM\u3001PGD\u4e09\u79cd\u653b\u51fb\u7684\u6210\u529f\u7387\u5e73\u5747\u63d0\u9ad86%-10%\u3002\u5e76\u4e14\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\u7684\u9ed1\u76d2\u6a21\u578b\u573a\u666fMicrosoft Azure\u53d6\u5f9778%\u4ee5\u4e0a\u7684\u653b\u51fb\u6210\u529f\u7387\u3002"
|
|
},
|
|
{
|
|
"name": "\u9762\u5411\u9c81\u68d2\u56fe\u7ed3\u6784\u9632\u5fa1\u7684\u8fc7\u53c2\u6570\u5316\u56fe\u795e\u7ecf\u7f51\u7edc",
|
|
"authors": [
|
|
"\u521d\u65ed1",
|
|
"\u9a6c\u8f9b\u5b872,3",
|
|
"\u6797\u96332,3",
|
|
"\u738b\u946b1,4",
|
|
"\u738b\u4e9a\u6c993,5",
|
|
"\u6731\u6587\u6b661,4",
|
|
"\u6885\u5b8f3"
|
|
],
|
|
"affiliations": [
|
|
"1. \u6e05\u534e\u5927\u5b66\u8ba1\u7b97\u673a\u79d1\u5b66\u4e0e\u6280\u672f\u7cfb",
|
|
"2. \u5317\u4eac\u5927\u5b66\u8ba1\u7b97\u673a\u5b66\u9662",
|
|
"3. \u9ad8\u53ef\u4fe1\u8f6f\u4ef6\u6280\u672f\u6559\u80b2\u90e8\u91cd\u70b9\u5b9e\u9a8c\u5ba4(\u5317\u4eac\u5927\u5b66)",
|
|
"4. \u6e05\u534e\u5927\u5b66\u5317\u4eac\u4fe1\u606f\u79d1\u5b66\u4e0e\u6280\u672f\u56fd\u5bb6\u7814\u7a76\u4e2d\u5fc3",
|
|
"5. \u5317\u4eac\u5927\u5b66\u8f6f\u4ef6\u5de5\u7a0b\u56fd\u5bb6\u5de5\u7a0b\u4e2d\u5fc3"
|
|
],
|
|
"abstract": "\u56fe\u6570\u636e\u5728\u73b0\u5b9e\u5e94\u7528\u4e2d\u666e\u904d\u5b58\u5728,\u56fe\u795e\u7ecf\u7f51\u7edc(GNN)\u88ab\u5e7f\u6cdb\u5e94\u7528\u4e8e\u5206\u6790\u56fe\u6570\u636e,\u7136\u800cGNN\u7684\u6027\u80fd\u4f1a\u88ab\u56fe\u7ed3\u6784\u4e0a\u7684\u5bf9\u6297\u653b\u51fb\u5267\u70c8\u5f71\u54cd.\u5e94\u5bf9\u56fe\u7ed3\u6784\u4e0a\u7684\u5bf9\u6297\u653b\u51fb,\u73b0\u6709\u7684\u9632\u5fa1\u65b9\u6cd5\u4e00\u822c\u57fa\u4e8e\u56fe\u5185\u805a\u5148\u9a8c\u8fdb\u884c\u4f4e\u79e9\u56fe\u7ed3\u6784\u91cd\u6784.\u4f46\u662f\u73b0\u6709\u7684\u56fe\u7ed3\u6784\u5bf9\u6297\u9632\u5fa1\u65b9\u6cd5\u65e0\u6cd5\u81ea\u9002\u5e94\u79e9\u771f\u503c\u8fdb\u884c\u4f4e\u79e9\u56fe\u7ed3\u6784\u91cd\u6784,\u540c\u65f6\u4f4e\u79e9\u56fe\u7ed3\u6784\u4e0e\u4e0b\u6e38\u4efb\u52a1\u8bed\u4e49\u5b58\u5728\u9519\u914d.\u4e3a\u4e86\u89e3\u51b3\u4ee5\u4e0a\u95ee\u9898,\u57fa\u4e8e\u8fc7\u53c2\u6570\u5316\u7684\u9690\u5f0f\u6b63\u5219\u6548\u5e94\u63d0\u51fa\u8fc7\u53c2\u6570\u5316\u56fe\u795e\u7ecf\u7f51\u7edc(OPGNN)\u65b9\u6cd5,\u5e76\u5f62\u5f0f\u5316\u8bc1\u660e\u6240\u63d0\u65b9\u6cd5\u53ef\u4ee5\u81ea\u9002\u5e94\u6c42\u89e3\u4f4e\u79e9\u56fe\u7ed3\u6784,\u540c\u65f6\u8bc1\u660e\u8282\u70b9\u6df1\u5c42\u8868\u5f81\u4e0a\u7684\u8fc7\u53c2\u6570\u5316\u6b8b\u5dee\u94fe\u63a5\u53ef\u4ee5\u6709\u6548\u89e3\u51b3\u8bed\u4e49\u9519\u914d.\u5728\u771f\u5b9e\u6570\u636e\u96c6\u4e0a\u7684\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e, OPGNN\u65b9\u6cd5\u76f8\u5bf9\u4e8e\u73b0\u6709\u57fa\u7ebf\u65b9\u6cd5\u5177\u6709\u66f4\u597d\u7684\u9c81\u68d2\u6027,\u540c\u65f6, OPGNN\u65b9\u6cd5\u6846\u67b6\u5728\u4e0d\u540c\u7684\u56fe\u795e\u7ecf\u7f51\u7edc\u9aa8\u5e72\u4e0a\u5982GCN\u3001APPNP\u548cGPRGNN\u4e0a\u663e\u8457\u6709\u6548."
|
|
},
|
|
{
|
|
"name": "\u57fa\u4e8e\u751f\u6210\u5f0f\u81ea\u76d1\u7763\u5b66\u4e60\u7684\u5bf9\u6297\u6837\u672c\u5206\u7c7b\u7b97\u6cd5",
|
|
"authors": [
|
|
"\u9633\u5e061",
|
|
"\u9b4f\u5baa2,3",
|
|
"\u90ed\u6770\u9f992,3",
|
|
"\u90d1\u5efa\u6f332,3",
|
|
"\u5170\u6d772"
|
|
],
|
|
"affiliations": [
|
|
"1. \u798f\u5dde\u5927\u5b66\u5148\u8fdb\u5236\u9020\u5b66\u9662",
|
|
"2. \u4e2d\u56fd\u79d1\u5b66\u9662\u798f\u5efa\u7269\u8d28\u7ed3\u6784\u7814\u7a76\u6240",
|
|
"3. \u4e2d\u56fd\u79d1\u5b66\u9662\u6d77\u897f\u7814\u7a76\u9662\u6cc9\u5dde\u88c5\u5907\u5236\u9020\u7814\u7a76\u4e2d\u5fc3"
|
|
],
|
|
"abstract": "\u5bf9\u6297\u6837\u672c\u5e38\u5e38\u88ab\u89c6\u4e3a\u5bf9\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u9c81\u68d2\u6027\u7684\u5a01\u80c1\uff0c\u800c\u73b0\u6709\u5bf9\u6297\u8bad\u7ec3\u5f80\u5f80\u4f1a\u964d\u4f4e\u5206\u7c7b\u7f51\u7edc\u7684\u6cdb\u5316\u7cbe\u5ea6\uff0c\u5bfc\u81f4\u5176\u5bf9\u539f\u59cb\u6837\u672c\u7684\u5206\u7c7b\u6548\u679c\u964d\u4f4e\u3002\u56e0\u6b64\uff0c\u63d0\u51fa\u4e86\u4e00\u4e2a\u57fa\u4e8e\u751f\u6210\u5f0f\u81ea\u76d1\u7763\u5b66\u4e60\u7684\u5bf9\u6297\u6837\u672c\u5206\u7c7b\u7b97\u6cd5\uff0c\u901a\u8fc7\u81ea\u76d1\u7763\u5b66\u4e60\u8bad\u7ec3\u751f\u6210\u5f0f\u6a21\u578b\u83b7\u53d6\u56fe\u50cf\u6570\u636e\u6f5c\u5728\u7279\u5f81\u7684\u80fd\u529b\uff0c\u5e76\u57fa\u4e8e\u8be5\u6a21\u578b\u5b9e\u73b0\u5bf9\u6297\u6837\u672c\u7684\u7279\u5f81\u7b5b\u9009\uff0c\u800c\u540e\u5c06\u5176\u4e2d\u6709\u76ca\u5206\u7c7b\u7684\u4fe1\u606f\u53cd\u9988\u7ed9\u5206\u7c7b\u6a21\u578b\u3002\u6700\u540e\u8fdb\u884c\u8054\u5408\u5b66\u4e60\uff0c\u5b8c\u6210\u7aef\u5230\u7aef\u7684\u5168\u5c40\u8bad\u7ec3\uff0c\u8fdb\u4e00\u6b65\u5b9e\u73b0\u5206\u7c7b\u6a21\u578b\u6cdb\u5316\u7cbe\u5ea6\u7684\u63d0\u5347\u3002\u5728MNIST\u3001CIFAR10\u548cCIFAR100\u6570\u636e\u96c6\u4e0a\u7684\u5b9e\u9a8c\u7ed3\u679c\u663e\u793a\uff0c\u4e0e\u6807\u51c6\u8bad\u7ec3\u76f8\u6bd4\uff0c\u8be5\u7b97\u6cd5\u5c06\u5206\u7c7b\u7cbe\u5ea6\u5206\u522b\u63d0\u9ad8\u4e860.06%\u30011.34%\u30010.89%\uff0c\u8fbe\u523099.70%\u300184.34%\u300163.65%\u3002\u7ed3\u679c\u8bc1\u660e\uff0c\u8be5\u7b97\u6cd5\u514b\u670d\u4e86\u4f20\u7edf\u5bf9\u6297\u8bad\u7ec3\u964d\u4f4e\u6a21\u578b\u6cdb\u5316\u6027\u80fd\u7684\u56fa\u6709\u7f3a\u70b9\uff0c\u5e76\u8fdb\u4e00\u6b65\u63d0\u9ad8\u4e86\u5206\u7c7b\u7f51\u7edc\u7684\u7cbe\u5ea6\u3002"
|
|
},
|
|
{
|
|
"name": "\u65f6\u9891\u5206\u533a\u6270\u52a8\u5b9e\u73b0\u97f3\u9891\u5206\u7c7b\u5bf9\u6297\u6837\u672c\u751f\u6210",
|
|
"authors": [
|
|
"\u5f20\u96c4\u4f1f",
|
|
"\u5f20\u5f3a",
|
|
"\u6768\u5409\u658c",
|
|
"\u5b59\u8499",
|
|
"\u674e\u6bc5\u8c6a"
|
|
],
|
|
"affiliations": [
|
|
"\u9646\u519b\u5de5\u7a0b\u5927\u5b66\u6307\u6325\u63a7\u5236\u5de5\u7a0b\u5b66\u9662"
|
|
],
|
|
"abstract": "\u73b0\u6709\u65b9\u6cd5\u751f\u6210\u7684\u97f3\u9891\u5206\u7c7b\u5bf9\u6297\u6837\u672c(adversarial example, AE)\u653b\u51fb\u6210\u529f\u7387\u4f4e\uff0c\u6613\u88ab\u611f\u77e5\u3002\u9274\u4e8e\u6b64\uff0c\u8bbe\u8ba1\u4e86\u4e00\u79cd\u57fa\u4e8e\u65f6\u9891\u5206\u533a\u6270\u52a8(time-frequency partitioned perturbation, TFPP)\u7684\u97f3\u9891AE\u751f\u6210\u6846\u67b6\u3002\u97f3\u9891\u4fe1\u53f7\u7684\u5e45\u5ea6\u8c31\u6839\u636e\u65f6\u9891\u7279\u6027\u88ab\u5212\u5206\u4e3a\u5173\u952e\u548c\u975e\u5173\u952e\u533a\u57df\uff0c\u5e76\u751f\u6210\u76f8\u5e94\u7684\u5bf9\u6297\u6270\u52a8\u3002\u5728TFPP\u57fa\u7840\u4e0a\uff0c\u63d0\u51fa\u4e86\u4e00\u79cd\u57fa\u4e8e\u751f\u6210\u5bf9\u6297\u7f51\u7edc(generative adversarial network, GAN)\u7684AE\u751f\u6210\u65b9\u6cd5TFPPGAN,\u4ee5\u5206\u533a\u5e45\u5ea6\u8c31\u4e3a\u8f93\u5165\uff0c\u901a\u8fc7\u5bf9\u6297\u8bad\u7ec3\u81ea\u9002\u5e94\u8c03\u6574\u6270\u52a8\u7ea6\u675f\u7cfb\u6570\uff0c\u540c\u65f6\u4f18\u5316\u5173\u952e\u548c\u975e\u5173\u952e\u533a\u57df\u7684\u6270\u52a8\u30023\u4e2a\u5178\u578b\u97f3\u9891\u5206\u7c7b\u6570\u636e\u96c6\u4e0a\u7684\u5b9e\u9a8c\u8868\u660e\uff0c\u4e0e\u57fa\u7ebf\u65b9\u6cd5\u76f8\u6bd4\uff0cTFPPGAN\u53ef\u5c06AE\u7684\u653b\u51fb\u6210\u529f\u7387\u3001\u4fe1\u566a\u6bd4\u5206\u522b\u63d0\u9ad84.7%\u548c5.5 dB,\u5c06\u751f\u6210\u7684\u8bed\u97f3\u5bf9\u6297\u6837\u672c\u7684\u8d28\u91cf\u611f\u77e5\u8bc4\u4ef7\u5f97\u5206\u63d0\u9ad80.15\u3002\u6b64\u5916\uff0c\u7406\u8bba\u5206\u6790\u4e86TFPP\u6846\u67b6\u4e0e\u5176\u4ed6\u653b\u51fb\u65b9\u6cd5\u76f8\u7ed3\u5408\u7684\u53ef\u884c\u6027\uff0c\u5e76\u901a\u8fc7\u5b9e\u9a8c\u9a8c\u8bc1\u4e86\u8fd9\u79cd\u7ed3\u5408\u7684\u6709\u6548\u6027\u3002"
|
|
},
|
|
{
|
|
"name": "\u57fa\u4e8e\u635f\u5931\u5e73\u6ed1\u7684\u5bf9\u6297\u6837\u672c\u653b\u51fb\u65b9\u6cd5",
|
|
"authors": [
|
|
"\u9ece\u59b9\u7ea21,2",
|
|
"\u91d1\u53cc1,2",
|
|
"\u675c\u66541,2"
|
|
],
|
|
"affiliations": [
|
|
"1. \u5317\u4eac\u4ea4\u901a\u5927\u5b66\u667a\u80fd\u4ea4\u901a\u6570\u636e\u5b89\u5168\u4e0e\u9690\u79c1\u4fdd\u62a4\u6280\u672f\u5317\u4eac\u5e02\u91cd\u70b9\u5b9e\u9a8c\u5ba4",
|
|
"2. \u5317\u4eac\u4ea4\u901a\u5927\u5b66\u8ba1\u7b97\u673a\u4e0e\u4fe1\u606f\u6280\u672f\u5b66\u9662"
|
|
],
|
|
"abstract": "\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc(DNNs)\u5bb9\u6613\u53d7\u5230\u5bf9\u6297\u6837\u672c\u7684\u653b\u51fb\uff0c\u73b0\u6709\u57fa\u4e8e\u52a8\u91cf\u7684\u5bf9\u6297\u6837\u672c\u751f\u6210\u65b9\u6cd5\u867d\u7136\u53ef\u4ee5\u8fbe\u5230\u63a5\u8fd1100%\u7684\u767d\u76d2\u653b\u51fb\u6210\u529f\u7387\uff0c\u4f46\u662f\u5728\u653b\u51fb\u5176\u4ed6\u6a21\u578b\u65f6\u6548\u679c\u4ecd\u4e0d\u7406\u60f3\uff0c\u9ed1\u76d2\u653b\u51fb\u6210\u529f\u7387\u8f83\u4f4e\u3002\u9488\u5bf9\u6b64\uff0c\u63d0\u51fa\u4e00\u79cd\u57fa\u4e8e\u635f\u5931\u5e73\u6ed1\u7684\u5bf9\u6297\u6837\u672c\u653b\u51fb\u65b9\u6cd5\u6765\u63d0\u9ad8\u5bf9\u6297\u6837\u672c\u7684\u53ef\u8fc1\u79fb\u6027\u3002\u5728\u6bcf\u4e00\u6b65\u8ba1\u7b97\u68af\u5ea6\u7684\u8fed\u4ee3\u8fc7\u7a0b\u4e2d\uff0c\u4e0d\u76f4\u63a5\u4f7f\u7528\u5f53\u524d\u68af\u5ea6\uff0c\u800c\u662f\u4f7f\u7528\u5c40\u90e8\u5e73\u5747\u68af\u5ea6\u6765\u7d2f\u79ef\u52a8\u91cf\uff0c\u4ee5\u6b64\u6765\u6291\u5236\u635f\u5931\u51fd\u6570\u66f2\u9762\u5b58\u5728\u7684\u5c40\u90e8\u632f\u8361\u73b0\u8c61\uff0c\u4ece\u800c\u7a33\u5b9a\u66f4\u65b0\u65b9\u5411\uff0c\u9003\u79bb\u5c40\u90e8\u6781\u503c\u70b9\u3002\u5728ImageNet\u6570\u636e\u96c6\u4e0a\u7684\u5927\u91cf\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff1a\u6240\u63d0\u65b9\u6cd5\u4e0e\u73b0\u6709\u57fa\u4e8e\u52a8\u91cf\u7684\u65b9\u6cd5\u76f8\u6bd4\uff0c\u5728\u5355\u4e2a\u6a21\u578b\u653b\u51fb\u5b9e\u9a8c\u4e2d\u7684\u5e73\u5747\u9ed1\u76d2\u653b\u51fb\u6210\u529f\u7387\u5206\u522b\u63d0\u5347\u4e8638.07%\u548c27.77%\uff0c\u5728\u96c6\u6210\u6a21\u578b\u653b\u51fb\u5b9e\u9a8c\u4e2d\u7684\u5e73\u5747\u9ed1\u76d2\u653b\u51fb\u6210\u529f\u7387\u5206\u522b\u63d0\u5347\u4e8632.50%\u548c28.63%\u3002"
|
|
},
|
|
{
|
|
"name": "\u56fe\u50cf\u5185\u5bb9\u7cbe\u7ec6\u5316\u611f\u77e5\u53ca\u5176\u5b89\u5168\u5173\u952e\u6280\u672f\u7814\u7a76",
|
|
"authors": [
|
|
"\u738b\u854a1,2",
|
|
"\u8346\u4e3d\u68661,2",
|
|
"\u90b9\u806a1,2",
|
|
"\u5415\u98de\u97041,2",
|
|
"\u6731\u5b50\u74871,2"
|
|
],
|
|
"affiliations": [
|
|
"1. \u4e2d\u56fd\u79d1\u5b66\u9662\u4fe1\u606f\u5de5\u7a0b\u7814\u7a76\u6240",
|
|
"2. \u4e2d\u56fd\u79d1\u5b66\u9662\u5927\u5b66\u7f51\u7edc\u7a7a\u95f4\u5b89\u5168\u5b66\u9662"
|
|
],
|
|
"abstract": "\u56fe\u50cf\u5185\u5bb9\u7cbe\u7ec6\u5316\u611f\u77e5\u662f\u8ba1\u7b97\u673a\u89c6\u89c9\u9886\u57df\u5185\u7684\u4e00\u4e2a\u57fa\u7840\u6027\u95ee\u9898,\u65e8\u5728\u5bf9\u56fe\u50cf\u4e2d\u5305\u542b\u7684\u4fe1\u606f\u8fdb\u884c\u7cbe\u7ec6\u5316\u7406\u89e3,\u5177\u6709\u91cd\u8981\u7684\u7814\u7a76\u4ef7\u503c\u548c\u5e7f\u9614\u7684\u5e94\u7528\u573a\u666f\u3002\u6839\u636e\u5173\u6ce8\u8303\u56f4\u7684\u4e0d\u540c,\u56fe\u50cf\u5185\u5bb9\u7cbe\u7ec6\u5316\u611f\u77e5\u4e3b\u8981\u5305\u62ec\u7ec6\u7c92\u5ea6\u8bc6\u522b\u3001\u573a\u666f\u56fe\u751f\u6210\u548c\u56fe\u50cf\u63cf\u8ff0\u7b49\u65b9\u9762\u3002\u672c\u6587\u9996\u5148\u5bf9\u5404\u5173\u952e\u6280\u672f\u7684\u7814\u7a76\u8fdb\u5c55\u548c\u73b0\u72b6\u8fdb\u884c\u7efc\u8ff0;\u7136\u540e\u8ba8\u8bba\u4e86\u76f4\u63a5\u5f71\u54cd\u611f\u77e5\u6a21\u578b\u9884\u6d4b\u7ed3\u679c\u7684\u5b89\u5168\u5a01\u80c1,\u6982\u8ff0\u4e86\u76f8\u5173\u653b\u51fb\u53ca\u9632\u5fa1\u6280\u672f\u7684\u7814\u7a76\u8fdb\u5c55;\u6700\u540e\u5bf9\u8be5\u9886\u57df\u7684\u672a\u6765\u53d1\u5c55\u8d8b\u52bf\u4f5c\u51fa\u5c55\u671b\u3002"
|
|
},
|
|
{
|
|
"name": "\u878d\u5408\u7f16\u7801\u53ca\u5bf9\u6297\u653b\u51fb\u7684\u5143\u8def\u5f84\u805a\u5408\u56fe\u795e\u7ecf\u7f51\u7edc",
|
|
"authors": [
|
|
"\u9648\u5b66\u521a1",
|
|
"\u59dc\u5f81\u548c2",
|
|
"\u674e\u4f73\u73893"
|
|
],
|
|
"affiliations": [
|
|
"1. \u534e\u5317\u7535\u529b\u5927\u5b66\u6570\u7406\u5b66\u9662",
|
|
"2. \u667a\u8005\u56db\u6d77(\u5317\u4eac)\u6280\u672f\u6709\u9650\u516c\u53f8",
|
|
"3. \u534e\u5317\u7535\u529b\u5927\u5b66\u63a7\u5236\u4e0e\u8ba1\u7b97\u673a\u5de5\u7a0b\u5b66\u9662"
|
|
],
|
|
"abstract": "\u5f02\u8d28\u4fe1\u606f\u7f51\u7edc\uff08HIN\uff09\u7531\u4e8e\u5305\u542b\u4e0d\u540c\u7c7b\u578b\u7684\u8282\u70b9\u548c\u8fb9\uff0c \u5728\u5b9e\u9645\u95ee\u9898\u4e2d\u5177\u6709\u5e7f\u6cdb\u7684\u5e94\u7528\u524d\u666f. HIN \u7684\u8868\u793a\u5b66\u4e60\u6a21\u578b\u65e8\u5728\u5bfb\u627e\u4e00\u79cd\u6709\u6548\u7684\u5efa\u6a21\u65b9\u6cd5\uff0c \u5c06 HIN \u4e2d\u7684\u8282\u70b9\u8868\u793a\u4e3a\u4f4e\u7ef4\u5411\u91cf\uff0c \u5e76\u5c3d\u53ef\u80fd\u5730\u4fdd\u7559\u7f51\u7edc\u4e2d\u7684\u5f02\u8d28\u4fe1\u606f. \u7136\u800c\uff0c \u73b0\u6709\u7684\u8868\u793a\u5b66\u4e60\u6a21\u578b\u4ecd\u5b58\u5728\u7740\u5bf9\u5f02\u8d28\u4fe1\u606f\u5229\u7528\u4e0d\u5145\u5206\u7684\u60c5\u51b5. \u4e3a\u89e3\u51b3\u8fd9\u4e00\u95ee\u9898\uff0c \u672c\u6587\u63d0\u51fa\u4e86\u4e00\u79cd\u878d\u5408\u7f16\u7801\u548c\u5bf9\u6297\u653b\u51fb\u7684\u5143\u8def\u5f84\u805a\u5408\u56fe\u795e\u7ecf\u7f51\u7edc\u6a21\u578b\uff08FAMAGNN\uff09\uff0c \u8be5\u6a21\u578b\u7531\u4e09\u4e2a\u6a21\u5757\u6784\u6210\uff0c \u5206\u522b\u662f\u8282\u70b9\u5185\u5bb9\u8f6c\u6362\u3001\u5143\u8def\u5f84\u5185\u805a\u5408\u548c\u5143\u8def\u5f84\u95f4\u805a\u5408. \u8be5\u6a21\u578b\u65e8\u5728\u89e3\u51b3\u73b0\u6709 HIN \u8868\u793a\u5b66\u4e60\u65b9\u6cd5\u63d0\u53d6\u7279\u5f81\u4e0d\u5145\u5206\u7684\u95ee\u9898. \u540c\u65f6\uff0c FAMAGNN\u5f15\u5165\u4e86\u878d\u5408\u7684\u5143\u8def\u5f84\u5b9e\u4f8b\u7f16\u7801\u5668\uff0c \u4ee5\u63d0\u53d6 HIN \u4e2d\u4e30\u5bcc\u7684\u7ed3\u6784\u548c\u8bed\u4e49\u4fe1\u606f. \u6b64\u5916\uff0c \u6a21\u578b\u8fd8\u5f15\u5165\u4e86\u5bf9\u6297\u8bad\u7ec3\uff0c \u5728\u6a21\u578b\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u8fdb\u884c\u5bf9\u6297\u653b\u51fb\uff0c \u4ee5\u63d0\u9ad8\u6a21\u578b\u7684\u9c81\u68d2\u6027. FAMAGNN \u5728\u8282\u70b9\u5206\u7c7b\u548c\u8282\u70b9\u805a\u7c7b\u7b49\u4e0b\u6e38\u4efb\u52a1\u4e2d\u7684\u4f18\u5f02\u8868\u73b0\u8bc1\u660e\u4e86\u5176\u6709\u6548\u6027."
|
|
},
|
|
{
|
|
"name": "\u9762\u5411\u7f51\u7edc\u5165\u4fb5\u68c0\u6d4b\u7684\u5bf9\u6297\u653b\u51fb\u7cfb\u7edf",
|
|
"authors": [
|
|
"\u6f58\u5b87\u6052",
|
|
"\u5ed6\u601d\u8d24",
|
|
"\u6768\u671d\u4fca",
|
|
"\u674e\u5b97\u548c",
|
|
"\u4e8e\u5a77\u5a77",
|
|
"\u5f20\u745e\u971e"
|
|
],
|
|
"affiliations": [
|
|
"\u6842\u6797\u7535\u5b50\u79d1\u6280\u5927\u5b66"
|
|
],
|
|
"abstract": "\u8be5\u9879\u76ee\u7814\u7a76\u591a\u79cd\u767d\u76d2\u653b\u51fb\u7b97\u6cd5\u751f\u6210\u767d\u76d2\u5bf9\u6297\u6837\u672c\u7684\u6548\u7387\uff0c\u540c\u65f6\u8fd0\u7528\u751f\u6210\u5bf9\u6297\u7f51\u7edc(GAN)\u6280\u672f\u6765\u751f\u6210\u9ed1\u76d2\u5bf9\u6297\u6837\u672c\uff0c\u5e76\u4e14\u901a\u8fc7\u6784\u5efa\u7f51\u7edc\u5165\u4fb5\u68c0\u6d4b\u6a21\u578b\u5305\u62ec\u8bef\u7528\u68c0\u6d4b\u548c\u5f02\u5e38\u68c0\u6d4b\u6a21\u578b\uff0c\u6765\u6d4b\u8bd5\u8fd9\u4e9b\u751f\u6210\u7684\u5bf9\u6297\u6837\u672c\u5728\u9762\u5bf9\u591a\u79cd\u4e0d\u540c\u5165\u4fb5\u68c0\u6d4b\u6a21\u578b\u65f6\u7684\u653b\u51fb\u7684\u6210\u529f\u7387,\u6700\u7ec8\u6784\u5efa\u4e00\u4e2a\u7f51\u7edc\u5165\u4fb5\u68c0\u6d4b\u7cfb\u7edf\u7684\u5bf9\u6297\u6837\u672c\u751f\u6210\u5668\uff08\u5305\u542b\u767d\u76d2\u548c\u9ed1\u76d2\u5bf9\u6297\u6837\u672c\uff09\u3002"
|
|
},
|
|
{
|
|
"name": "\u4eba\u8138\u6df1\u5ea6\u4f2a\u9020\u4e3b\u52a8\u9632\u5fa1\u6280\u672f\u7efc\u8ff0",
|
|
"authors": [
|
|
"\u77bf\u5de6\u73c9",
|
|
"\u6bb7\u742a\u6797",
|
|
"\u76db\u7d2b\u7426",
|
|
"\u5434\u4fca\u5f66",
|
|
"\u5f20\u535a\u6797",
|
|
"\u4f59\u5c1a\u620e",
|
|
"\u5362\u4f1f"
|
|
],
|
|
"affiliations": [],
|
|
"abstract": "\u6df1\u5ea6\u751f\u6210\u6a21\u578b\u7684\u98de\u901f\u53d1\u5c55\u63a8\u52a8\u4e86\u4eba\u8138\u6df1\u5ea6\u4f2a\u9020\u6280\u672f\u7684\u8fdb\u6b65\uff0c\u4ee5Deepfake\u4e3a\u4ee3\u8868\u7684\u6df1\u5ea6\u4f2a\u9020\u6a21\u578b\u4e5f\u5f97\u5230\u4e86\u5341\u5206\u5e7f\u6cdb\u7684\u5e94\u7528\u3002\u6df1\u5ea6\u4f2a\u9020\u6280\u672f\u53ef\u4ee5\u5bf9\u4eba\u8138\u56fe\u50cf\u6216\u89c6\u9891\u8fdb\u884c\u6709\u76ee\u7684\u7684\u64cd\u7eb5\uff0c\u4e00\u65b9\u9762\uff0c\u8fd9\u79cd\u6280\u672f\u5e7f\u6cdb\u5e94\u7528\u4e8e\u7535\u5f71\u7279\u6548\u3001\u5a31\u4e50\u573a\u666f\u4e2d\uff0c\u4e30\u5bcc\u4e86\u4eba\u4eec\u7684\u5a31\u4e50\u751f\u6d3b\uff0c\u4fc3\u8fdb\u4e86\u4e92\u8054\u7f51\u591a\u5a92\u4f53\u7684\u4f20\u64ad\uff1b\u53e6\u4e00\u65b9\u9762\uff0c\u6df1\u5ea6\u4f2a\u9020\u4e5f\u5e94\u7528\u4e8e\u4e00\u4e9b\u53ef\u80fd\u9020\u6210\u4e0d\u826f\u5f71\u54cd\u7684\u573a\u666f\uff0c\u7ed9\u516c\u6c11\u7684\u540d\u8a89\u6743\u3001\u8096\u50cf\u6743\u9020\u6210\u4e86\u5371\u5bb3\uff0c\u540c\u65f6\u4e5f\u7ed9\u56fd\u5bb6\u5b89\u5168\u548c\u793e\u4f1a\u7a33\u5b9a\u5e26\u6765\u4e86\u6781\u5927\u7684\u5a01\u80c1\uff0c\u56e0\u6b64\u5bf9\u6df1\u5ea6\u4f2a\u9020\u9632\u5fa1\u6280\u672f\u7684\u7814\u7a76\u65e5\u76ca\u8feb\u5207\u3002\u73b0\u6709\u7684\u9632\u5fa1\u6280\u672f\u4e3b\u8981\u5206\u4e3a\u88ab\u52a8\u68c0\u6d4b\u548c\u4e3b\u52a8\u9632\u5fa1\uff0c\u800c\u88ab\u52a8\u68c0\u6d4b\u7684\u65b9\u5f0f\u65e0\u6cd5\u6d88\u9664\u4f2a\u9020\u4eba\u8138\u5728\u5e7f\u6cdb\u4f20\u64ad\u4e2d\u9020\u6210\u7684\u5f71\u54cd\uff0c\u96be\u4ee5\u505a\u5230\u201c\u4e8b\u524d\u9632\u5fa1\u201d\uff0c\u56e0\u6b64\u4e3b\u52a8\u9632\u5fa1\u7684\u601d\u60f3\u5f97\u5230\u4e86\u7814\u7a76\u4eba\u5458\u7684\u5e7f\u6cdb\u5173\u6ce8\u3002\u7136\u800c\uff0c\u76ee\u524d\u5b66\u672f\u754c\u6709\u5173\u6df1\u5ea6\u4f2a\u9020\u9632\u5fa1\u7684\u7efc\u8ff0\u4e3b\u8981\u5173\u6ce8\u57fa\u4e8e\u68c0\u6d4b\u7684\u88ab\u52a8\u5f0f\u9632\u5fa1\u65b9\u6cd5\uff0c\u51e0\u4e4e\u6ca1\u6709\u4ee5\u6df1\u5ea6\u4f2a\u9020\u4e3b\u52a8\u9632\u5fa1\u6280\u672f\u4e3a\u91cd\u70b9\u7684\u7efc\u8ff0\u3002\u57fa\u4e8e\u6b64\uff0c\u672c\u6587\u5bf9\u5f53\u524d\u5b66\u672f\u754c\u63d0\u51fa\u7684\u4eba\u8138\u6df1\u5ea6\u4f2a\u9020\u4e3b\u52a8\u9632\u5fa1\u6280\u672f\u8fdb\u884c\u68b3\u7406\u3001\u603b\u7ed3\u548c\u8ba8\u8bba\u3002\u9996\u5148\u9610\u8ff0\u4e86\u6df1\u5ea6\u4f2a\u9020\u4e3b\u52a8\u9632\u5fa1\u7684\u63d0\u51fa\u80cc\u666f\u548c\u4e3b\u8981\u601d\u60f3\uff0c\u5e76\u5bf9\u73b0\u6709\u7684\u4eba\u8138\u6df1\u5ea6\u4f2a\u9020\u4e3b\u52a8\u9632\u5fa1\u7b97\u6cd5\u8fdb\u884c\u6c47\u603b\u548c\u5f52\u7c7b\uff0c\u7136\u540e\u5bf9\u5404\u7c7b\u4e3b\u52a8\u9632\u5fa1\u7b97\u6cd5\u7684\u6280\u672f\u539f\u7406\u3001\u6027\u80fd\u3001\u4f18\u7f3a\u70b9\u7b49\u8fdb\u884c\u4e86\u7cfb\u7edf\u6027\u7684\u603b\u7ed3\uff0c\u540c\u65f6\u4ecb\u7ecd\u4e86\u7814\u7a76\u5e38\u7528\u7684\u6570\u636e\u96c6\u548c\u8bc4\u4f30\u65b9\u6cd5\uff0c\u6700\u540e\u5bf9\u6df1\u5ea6\u4f2a\u9020\u4e3b\u52a8\u9632\u5fa1\u6240\u9762\u4e34\u7684\u6280\u672f\u6311\u6218\u8fdb\u884c\u4e86\u5206\u6790\uff0c\u5bf9\u5176\u672a\u6765\u7684\u53d1\u5c55\u65b9\u5411\u5c55\u5f00\u4e86\u601d\u8003\u548c\u8ba8\u8bba\u3002 "
|
|
},
|
|
{
|
|
"name": "\u57fa\u4e8e\u5c40\u90e8\u6270\u52a8\u7684\u65f6\u95f4\u5e8f\u5217\u9884\u6d4b\u5bf9\u6297\u653b\u51fb",
|
|
"authors": [
|
|
"\u5f20\u8000\u51431,2",
|
|
"\u539f\u7ee7\u4e1c1,2",
|
|
"\u5218\u6d77\u6d0b2",
|
|
"\u738b\u5fd7\u6d772",
|
|
"\u8d75\u57f9\u7fd42"
|
|
],
|
|
"affiliations": [
|
|
"1. \u4ea4\u901a\u5927\u6570\u636e\u4e0e\u4eba\u5de5\u667a\u80fd\u6559\u80b2\u90e8\u91cd\u70b9\u5b9e\u9a8c\u5ba4(\u5317\u4eac\u4ea4\u901a\u5927\u5b66)",
|
|
"2. \u5317\u4eac\u4ea4\u901a\u5927\u5b66\u8ba1\u7b97\u673a\u4e0e\u4fe1\u606f\u6280\u672f\u5b66\u9662"
|
|
],
|
|
"abstract": "\u65f6\u95f4\u5e8f\u5217\u9884\u6d4b\u6a21\u578b\u5df2\u5e7f\u6cdb\u5e94\u7528\u4e8e\u65e5\u5e38\u751f\u6d3b\u4e2d\u7684\u5404\u4e2a\u884c\u4e1a,\u9488\u5bf9\u8fd9\u4e9b\u9884\u6d4b\u6a21\u578b\u7684\u5bf9\u6297\u653b\u51fb\u5173\u7cfb\u5230\u5404\u884c\u4e1a\u6570\u636e\u7684\u5b89\u5168\u6027.\u76ee\u524d,\u65f6\u95f4\u5e8f\u5217\u7684\u5bf9\u6297\u653b\u51fb\u591a\u5728\u5168\u5c40\u8303\u56f4\u5185\u8fdb\u884c\u5927\u89c4\u6a21\u6270\u52a8,\u5bfc\u81f4\u5bf9\u6297\u6837\u672c\u6613\u88ab\u611f\u77e5.\u540c\u65f6,\u5bf9\u6297\u653b\u51fb\u7684\u6548\u679c\u4f1a\u968f\u7740\u6270\u52a8\u5e45\u5ea6\u7684\u964d\u4f4e\u800c\u660e\u663e\u4e0b\u964d.\u56e0\u6b64,\u5982\u4f55\u5728\u751f\u6210\u4e0d\u6613\u5bdf\u89c9\u7684\u5bf9\u6297\u6837\u672c\u7684\u540c\u65f6\u4fdd\u6301\u8f83\u597d\u7684\u653b\u51fb\u6548\u679c,\u662f\u5f53\u524d\u65f6\u95f4\u5e8f\u5217\u9884\u6d4b\u5bf9\u6297\u653b\u51fb\u9886\u57df\u4e9f\u9700\u89e3\u51b3\u7684\u95ee\u9898\u4e4b\u4e00.\u9996\u5148\u63d0\u51fa\u4e00\u79cd\u57fa\u4e8e\u6ed1\u52a8\u7a97\u53e3\u7684\u5c40\u90e8\u6270\u52a8\u7b56\u7565,\u7f29\u5c0f\u5bf9\u6297\u6837\u672c\u7684\u6270\u52a8\u533a\u95f4;\u5176\u6b21,\u4f7f\u7528\u5dee\u5206\u8fdb\u5316\u7b97\u6cd5\u5bfb\u627e\u6700\u4f18\u653b\u51fb\u70b9\u4f4d,\u5e76\u7ed3\u5408\u5206\u6bb5\u51fd\u6570\u5206\u5272\u6270\u52a8\u533a\u95f4,\u8fdb\u4e00\u6b65\u964d\u4f4e\u6270\u52a8\u8303\u56f4,\u5b8c\u6210\u534a\u767d\u76d2\u653b\u51fb.\u548c\u5df2\u6709\u7684\u5bf9\u6297\u653b\u51fb\u65b9\u6cd5\u5728\u591a\u4e2a\u4e0d\u540c\u6df1\u5ea6\u6a21\u578b\u4e0a\u7684\u5bf9\u6bd4\u5b9e\u9a8c\u8868\u660e,\u6240\u63d0\u51fa\u7684\u65b9\u6cd5\u80fd\u591f\u751f\u6210\u4e0d\u6613\u611f\u77e5\u7684\u5bf9\u6297\u6837\u672c,\u5e76\u6709\u6548\u6539\u53d8\u6a21\u578b\u7684\u9884\u6d4b\u8d8b\u52bf,\u5728\u80a1\u7968\u4ea4\u6613\u3001\u7535\u529b\u6d88\u8017\u3001\u592a\u9633\u9ed1\u5b50\u89c2\u6d4b\u548c\u6c14\u6e29\u9884\u6d4b\u8fd94\u4e2a\u5177\u6709\u6311\u6218\u6027\u7684\u4efb\u52a1\u4e2d\u5747\u53d6\u5f97\u4e86\u8f83\u597d\u7684\u653b\u51fb\u6548\u679c."
|
|
},
|
|
{
|
|
"name": "\u6587\u672c\u5bf9\u6297\u653b\u9632\u6280\u672f\u5728\u7535\u4fe1\u7f51\u7edc\u8bc8\u9a97\u9632\u63a7\u9886\u57df\u7684\u5e94\u7528\u63a2\u6790",
|
|
"authors": [
|
|
"\u6c64\u535a\u6587"
|
|
],
|
|
"affiliations": [
|
|
"\u4e2d\u56fd\u4eba\u6c11\u8b66\u5bdf\u5927\u5b66(\u5eca\u574a)"
|
|
],
|
|
"abstract": "\u968f\u7740\u81ea\u7136\u8bed\u8a00\u5904\u7406\u6a21\u578b\u8fd1\u671f\u5728\u4eba\u5de5\u667a\u80fd\u9886\u57df\u7684\u201c\u51fa\u5708\u201d\uff0c\u6838\u5fc3\u6a21\u578b\u6d89\u53ca\u7684\u5bf9\u6297\u653b\u9632\u6280\u672f\u7684\u53d1\u5c55\uff0c\u9010\u6e10\u6210\u4e3a\u4e00\u628a\u201c\u53cc\u5203\u5251\u201d\uff0c\u7535\u4fe1\u7f51\u7edc\u8bc8\u9a97\u4e0e\u9632\u63a7\u9886\u57df\u53cc\u65b9\u7684\u535a\u5f08\u5bf9\u6297\u6210\u4e3a\u7814\u7a76\u70ed\u70b9\u95ee\u9898\u3002\u901a\u8fc7\u5bf9\u4e0d\u540c\u8bc8\u9a97\u7c7b\u578b\u8fdb\u884c\u5206\u6790\uff0c\u7ed3\u5408\u7535\u4fe1\u7f51\u7edc\u8bc8\u9a97\u5168\u94fe\u6761\u4e0e\u73b0\u6709\u9632\u63a7\u6a21\u578b\u7684\u95ee\u9898\uff0c\u6df1\u5165\u6316\u6398\u53cd\u8bc8\u5e73\u53f0\u6838\u5fc3\u6280\u672f\uff0c\u8bbe\u8ba1\u4e86\u9488\u5bf9\u53cd\u8bc8\u68c0\u6d4b\u6a21\u578b\u7684\u6a21\u62df\u6587\u672c\u5bf9\u6297\u653b\u51fb\uff0c\u63a2\u6790\u6587\u672c\u5bf9\u6297\u653b\u9632\u6280\u672f\u5728\u7535\u4fe1\u7f51\u7edc\u8bc8\u9a97\u9632\u63a7\u9886\u57df\u7684\u5e94\u7528\uff0c\u5e76\u4e14\u8ba8\u8bba\u5176\u9762\u4e34\u7684\u6311\u6218\u4e0e\u524d\u666f\u3002"
|
|
},
|
|
{
|
|
"name": "\u4e00\u79cd\u968f\u673a\u675f\u641c\u7d22\u6587\u672c\u653b\u51fb\u9ed1\u76d2\u7b97\u6cd5",
|
|
"authors": [
|
|
"\u738b\u5c0f\u840c",
|
|
"\u5f20\u534e",
|
|
"\u4e01\u91d1\u6263",
|
|
"\u738b\u7a3c\u6167"
|
|
],
|
|
"affiliations": [
|
|
"\u5317\u4eac\u90ae\u7535\u5927\u5b66\u7f51\u7edc\u4e0e\u4ea4\u6362\u6280\u672f\u56fd\u5bb6\u91cd\u70b9\u5b9e\u9a8c\u5ba4"
|
|
],
|
|
"abstract": "\u9488\u5bf9\u73b0\u6709\u7684\u5bf9\u6297\u6587\u672c\u751f\u6210\u7b97\u6cd5\u4e2d\u6613\u9677\u5165\u5c40\u90e8\u6700\u4f18\u89e3\u7684\u95ee\u9898\uff0c\u63d0\u51fa\u4e86\u4e00\u79cd\u5229\u7528\u675f\u641c\u7d22\u548c\u968f\u673a\u5143\u6765\u63d0\u9ad8\u653b\u51fb\u6210\u529f\u7387\u7684R-attack\u7b97\u6cd5\u3002\u9996\u5148\u901a\u8fc7\u5229\u7528\u675f\u641c\u7d22\u6765\u5145\u5206\u5229\u7528\u540c\u4e49\u8bcd\u7a7a\u95f4\u6765\u641c\u7d22\u6700\u4f18\u89e3\uff0c\u4ece\u800c\u589e\u52a0\u751f\u6210\u5bf9\u6297\u6837\u672c\u7684\u591a\u6837\u6027\uff1b\u5e76\u4e14\u5728\u8fed\u4ee3\u641c\u7d22\u8fc7\u7a0b\u4e2d\uff0c\u5f15\u5165\u968f\u673a\u5143\uff0c\u7528\u4e8e\u9632\u6b62\u56e0\u5bfb\u627e\u5bf9\u6297\u6837\u672c\u8fc7\u7a0b\u4e2d\u8fc7\u65e9\u6536\u655b\u800c\u9677\u5165\u5c40\u90e8\u6700\u4f18\u89e3\u7684\u56f0\u5883\u3002\u57283\u4e2a\u6570\u636e\u96c6\u5bf92\u4e2a\u6a21\u578b\u8fdb\u884c\u4e86\u5bf9\u6297\u653b\u51fb\u5b9e\u9a8c\uff0c\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0c\u7528R-attack\u7b97\u6cd5\u80fd\u591f\u6709\u6548\u63d0\u9ad8\u5bf9\u6297\u6837\u672c\u7684\u653b\u51fb\u6210\u529f\u7387\u3002\u4ee5\u653b\u51fbYahoo! Answers\u4e0a\u8bad\u7ec3\u7684LSTM\u6a21\u578b\u4e3a\u4f8b\uff0c\u7528R-attack\u7b97\u6cd5\u653b\u51fb\u6a21\u578b\u7684\u653b\u51fb\u6210\u529f\u7387\u76f8\u6bd4\u57fa\u7ebf\u63d0\u53472.4%\u3002"
|
|
},
|
|
{
|
|
"name": "\u57fa\u4e8e\u51b3\u7b56\u8fb9\u754c\u654f\u611f\u6027\u548c\u5c0f\u6ce2\u53d8\u6362\u7684\u7535\u78c1\u4fe1\u53f7\u8c03\u5236\u667a\u80fd\u8bc6\u522b\u5bf9\u6297\u6837\u672c\u68c0\u6d4b\u65b9\u6cd5",
|
|
"authors": [
|
|
"\u5f90\u4e1c\u4f1f1,2",
|
|
"\u848b\u658c1,2",
|
|
"\u6731\u6167\u71d51,2",
|
|
"\u5ba3\u74261,2",
|
|
"\u738b\u5dcd3",
|
|
"\u6797\u4e914",
|
|
"\u6c88\u4f1f\u56fd3",
|
|
"\u6768\u5c0f\u725b1,2,3"
|
|
],
|
|
"affiliations": [
|
|
"1. \u6d59\u6c5f\u5de5\u4e1a\u5927\u5b66\u7f51\u7edc\u5b89\u5168\u7814\u7a76\u9662",
|
|
"2. \u6d59\u6c5f\u5de5\u4e1a\u5927\u5b66\u4fe1\u606f\u5de5\u7a0b\u5b66\u9662",
|
|
"3. \u91cd\u70b9\u7535\u78c1\u7a7a\u95f4\u5b89\u5168\u5168\u56fd\u91cd\u70b9\u5b9e\u9a8c\u5ba4",
|
|
"4. \u54c8\u5c14\u6ee8\u5de5\u7a0b\u5927\u5b66\u4fe1\u606f\u4e0e\u901a\u4fe1\u5de5\u7a0b\u5b66\u9662"
|
|
],
|
|
"abstract": "\u6df1\u5ea6\u5b66\u4e60\u5728\u56fe\u50cf\u5206\u7c7b\u548c\u5206\u5272\u3001\u7269\u4f53\u68c0\u6d4b\u548c\u8ffd\u8e2a\u3001\u533b\u7597\u3001\u7ffb\u8bd1\u548c\u8bed\u97f3\u8bc6\u522b\u7b49\u4e0e\u4eba\u7c7b\u76f8\u5173\u7684\u4efb\u52a1\u4e2d\u53d6\u5f97\u4e86\u5de8\u5927\u7684\u6210\u529f\u3002\u5b83\u80fd\u591f\u5904\u7406\u5927\u91cf\u590d\u6742\u7684\u6570\u636e\uff0c\u5e76\u81ea\u52a8\u63d0\u53d6\u7279\u5f81\u8fdb\u884c\u9884\u6d4b\uff0c\u56e0\u6b64\u53ef\u4ee5\u66f4\u51c6\u786e\u5730\u9884\u6d4b\u7ed3\u679c\u3002\u968f\u7740\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u7684\u4e0d\u65ad\u53d1\u5c55\uff0c\u4ee5\u53ca\u53ef\u83b7\u5f97\u7684\u6570\u636e\u548c\u8ba1\u7b97\u80fd\u529b\u7684\u63d0\u9ad8\uff0c\u8fd9\u4e9b\u5e94\u7528\u7684\u51c6\u786e\u6027\u4e0d\u65ad\u63d0\u5347\u3002\u6700\u8fd1\uff0c\u6df1\u5ea6\u5b66\u4e60\u4e5f\u5728\u7535\u78c1\u4fe1\u53f7\u9886\u57df\u5f97\u5230\u4e86\u5e7f\u6cdb\u5e94\u7528\uff0c\u4f8b\u5982\u5229\u7528\u795e\u7ecf\u7f51\u7edc\u6839\u636e\u4fe1\u53f7\u7684\u9891\u57df\u548c\u65f6\u57df\u7279\u5f81\u5bf9\u5176\u8fdb\u884c\u5206\u7c7b\u3002\u4f46\u795e\u7ecf\u7f51\u7edc\u5bb9\u6613\u53d7\u5230\u5bf9\u6297\u6837\u672c\u7684\u5e72\u6270\uff0c\u8fd9\u4e9b\u5bf9\u6297\u6837\u672c\u53ef\u4ee5\u8f7b\u6613\u6b3a\u9a97\u795e\u7ecf\u7f51\u7edc\uff0c\u5bfc\u81f4\u5206\u7c7b\u9519\u8bef\u3002\u56e0\u6b64\uff0c\u5bf9\u6297\u6837\u672c\u7684\u751f\u6210\u3001\u68c0\u6d4b\u548c\u9632\u62a4\u7684\u7814\u7a76\u53d8\u5f97\u5c24\u4e3a\u91cd\u8981\uff0c\u8fd9\u5c06\u4fc3\u8fdb\u6df1\u5ea6\u5b66\u4e60\u5728\u7535\u78c1\u4fe1\u53f7\u9886\u57df\u548c\u5176\u4ed6\u9886\u57df\u7684\u53d1\u5c55\u3002\u9488\u5bf9\u73b0\u9636\u6bb5\u5355\u4e00\u7684\u68c0\u6d4b\u65b9\u6cd5\u7684\u6709\u6548\u6027\u4e0d\u9ad8\u7684\u95ee\u9898\uff0c\u63d0\u51fa\u4e86\u57fa\u4e8e\u51b3\u7b56\u8fb9\u754c\u654f\u611f\u6027\u548c\u5c0f\u6ce2\u53d8\u6362\u91cd\u6784\u7684\u5bf9\u6297\u6837\u672c\u68c0\u6d4b\u65b9\u6cd5\u3002\u5229\u7528\u4e86\u5bf9\u6297\u6837\u672c\u4e0e\u6b63\u5e38\u6837\u672c\u5bf9\u6a21\u578b\u51b3\u7b56\u8fb9\u754c\u7684\u654f\u611f\u6027\u5dee\u5f02\u6765\u8fdb\u884c\u68c0\u6d4b\uff0c\u63a5\u7740\u9488\u5bf9\u7b2c\u4e00\u68c0\u6d4b\u9636\u6bb5\u4e2d\u672a\u68c0\u6d4b\u51fa\u7684\u5bf9\u6297\u6837\u672c\uff0c\u672c\u6587\u5229\u7528\u5c0f\u6ce2\u53d8\u6362\u5bf9\u6837\u672c\u8fdb\u884c\u91cd\u6784\uff0c\u5229\u7528\u6837\u672c\u53bb\u566a\u524d\u540e\u5728\u6a21\u578b\u4e2d\u7684\u9884\u6d4b\u503c\u5dee\u5f02\u6765\u8fdb\u884c\u68c0\u6d4b\u3002\u672c\u6587\u5728\u4e24\u79cd\u8c03\u5236\u4fe1\u53f7\u6570\u636e\u96c6\u4e0a\u8fdb\u884c\u4e86\u5b9e\u9a8c\u5206\u6790\uff0c\u5e76\u4e0e\u57fa\u7ebf\u68c0\u6d4b\u65b9\u6cd5\u8fdb\u884c\u5bf9\u6bd4\uff0c\u6b64\u65b9\u6cd5\u66f4\u4f18\u3002\u8fd9\u4e00\u7814\u7a76\u7684\u521b\u65b0\u70b9\u5728\u4e8e\u7efc\u5408\u8003\u8651\u4e86\u6a21\u578b\u51b3\u7b56\u8fb9\u754c\u7684\u654f\u611f\u6027\u548c\u5c0f\u6ce2\u53d8\u6362\u7684\u91cd\u6784\u80fd\u529b\uff0c\u901a\u8fc7\u5de7\u5999\u7684\u7ec4\u5408\uff0c\u63d0\u51fa\u4e86\u4e00\u79cd\u66f4\u4e3a\u5168\u9762\u3001\u7cbe\u51c6\u7684\u5bf9\u6297\u6837\u672c\u68c0\u6d4b\u65b9\u6cd5\u3002\u8fd9\u4e3a\u6df1\u5ea6\u5b66\u4e60\u5728\u7535\u78c1\u4fe1\u53f7\u9886\u57df\u7684\u7a33\u5065\u5e94\u7528\u63d0\u4f9b\u4e86\u65b0\u7684\u601d\u8def\u548c\u65b9\u6cd5\u3002 "
|
|
},
|
|
{
|
|
"name": "\u9762\u5411\u667a\u80fd\u65e0\u4eba\u901a\u4fe1\u7cfb\u7edf\u7684\u56e0\u679c\u6027\u5bf9\u6297\u653b\u51fb\u751f\u6210\u7b97\u6cd5",
|
|
"authors": [
|
|
"\u79b9\u6811\u65871",
|
|
"\u8bb8\u5a011,2",
|
|
"\u59da\u5609\u94d61"
|
|
],
|
|
"affiliations": [
|
|
"1. \u4e1c\u5357\u5927\u5b66\u79fb\u52a8\u901a\u4fe1\u5168\u56fd\u91cd\u70b9\u5b9e\u9a8c\u5ba4",
|
|
"2. \u7f51\u7edc\u901a\u4fe1\u4e0e\u5b89\u5168\u7d2b\u91d1\u5c71\u5b9e\u9a8c\u5ba4"
|
|
],
|
|
"abstract": "\u8003\u8651\u5230\u57fa\u4e8e\u68af\u5ea6\u7684\u5bf9\u6297\u653b\u51fb\u751f\u6210\u7b97\u6cd5\u5728\u5b9e\u9645\u901a\u4fe1\u7cfb\u7edf\u90e8\u7f72\u4e2d\u9762\u4e34\u7740\u56e0\u679c\u6027\u95ee\u9898\uff0c\u63d0\u51fa\u4e86\u4e00\u79cd\u56e0\u679c\u6027\u5bf9\u6297\u653b\u51fb\u751f\u6210\u7b97\u6cd5\u3002\u5229\u7528\u957f\u77ed\u671f\u8bb0\u5fc6\u7f51\u7edc\u7684\u5e8f\u5217\u8f93\u5165\u8f93\u51fa\u7279\u5f81\u4e0e\u65f6\u5e8f\u8bb0\u5fc6\u80fd\u529b\uff0c\u5728\u6ee1\u8db3\u5b9e\u9645\u5e94\u7528\u4e2d\u5b58\u5728\u7684\u56e0\u679c\u6027\u7ea6\u675f\u524d\u63d0\u4e0b\uff0c\u6709\u6548\u63d0\u53d6\u901a\u4fe1\u4fe1\u53f7\u7684\u65f6\u5e8f\u76f8\u5173\u6027\uff0c\u589e\u5f3a\u9488\u5bf9\u65e0\u4eba\u901a\u4fe1\u7cfb\u7edf\u7684\u5bf9\u6297\u653b\u51fb\u6027\u80fd\u3002\u4eff\u771f\u7ed3\u679c\u8868\u660e\uff0c\u6240\u63d0\u7b97\u6cd5\u5728\u540c\u7b49\u6761\u4ef6\u4e0b\u7684\u653b\u51fb\u6027\u80fd\u4f18\u4e8e\u6cdb\u7528\u5bf9\u6297\u6270\u52a8\u7b49\u73b0\u6709\u7684\u56e0\u679c\u6027\u5bf9\u6297\u653b\u51fb\u751f\u6210\u7b97\u6cd5\u3002"
|
|
},
|
|
{
|
|
"name": "\u57fa\u4e8e\u6f5c\u5728\u6570\u636e\u6316\u6398\u7684\u5c0f\u6837\u672c\u6570\u636e\u5e93\u5bf9\u6297\u653b\u51fb\u9632\u5fa1\u7b97\u6cd5",
|
|
"authors": [
|
|
"\u66f9\u537f"
|
|
],
|
|
"affiliations": [
|
|
"\u95fd\u5357\u7406\u5de5\u5b66\u9662\u4fe1\u606f\u7ba1\u7406\u5b66\u9662"
|
|
],
|
|
"abstract": "\u4e3a\u4e86\u964d\u4f4e\u5c0f\u6837\u672c\u6570\u636e\u5e93\u6b3a\u9a97\u7387\uff0c\u63d0\u5347\u5c0f\u6837\u672c\u6570\u636e\u5e93\u7684\u653b\u51fb\u9632\u5fa1\u6548\u679c\uff0c\u8bbe\u8ba1\u4e86\u4e00\u79cd\u57fa\u4e8e\u6f5c\u5728\u6570\u636e\u6316\u6398\u7684\u5c0f\u6837\u672c\u6570\u636e\u5e93\u5bf9\u6297\u653b\u51fb\u7684\u9632\u5fa1\u7b97\u6cd5(\u6f5c\u5728\u6570\u636e\u6316\u6398\u7684\u9632\u5fa1\u7b97\u6cd5).\u91c7\u7528\u6539\u8fdb\u7684Apriori\u7b97\u6cd5\uff0c\u901a\u8fc7\u9891\u7e41\u5c5e\u6027\u503c\u96c6\u7684\u5de5\u4f5c\u8fc7\u7a0b\u83b7\u53d6\u51c6\u786e\u7684\u5f3a\u5173\u8054\u89c4\u5219\u4f18\u52bf\uff0c\u5e76\u4ece\u5c0f\u6837\u672c\u6570\u636e\u5e93\u4e2d\u6316\u6398\u6f5c\u5728\u6570\u636e\u5bf9\u6297\u653b\u51fb\uff0c\u540c\u65f6\u4f18\u5316\u5019\u9009\u96c6\u5bfb\u627e\u9891\u7e41\u96c6\u7684\u8fc7\u7a0b\uff0c\u7136\u540e\u5229\u7528\u5173\u8054\u5206\u6790\u68c0\u6d4b\u5bf9\u6297\u653b\u51fb\uff0c\u5e76\u901a\u8fc7\u53ef\u4fe1\u5ea6\u8c03\u5ea6\u63a7\u5236\u8bbf\u95ee\u901f\u7387\u6765\u9632\u6b62\u4ea7\u751f\u6076\u610f\u4f1a\u8bdd\uff0c\u5b9e\u73b0\u5c0f\u6837\u672c\u6570\u636e\u5e93\u5bf9\u6297\u653b\u51fb\u9632\u5fa1.\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0c\u6f5c\u5728\u6570\u636e\u6316\u6398\u7684\u9632\u5fa1\u7b97\u6cd5\u53ef\u6709\u6548\u9632\u5fa1\u5c0f\u6837\u672c\u6570\u636e\u5e93\u906d\u53d7\u7684\u591a\u79cd\u7c7b\u578b\u653b\u51fb\uff0c\u964d\u4f4e\u653b\u51fb\u4ea7\u751f\u7684\u6570\u636e\u5e93\u6b3a\u9a97\u7387\uff0c\u4fdd\u969c\u5c0f\u6837\u672c\u6570\u636e\u5e93\u670d\u52a1\u5668\u5229\u7528\u7387\u7684\u7a33\u5b9a\u6027."
|
|
},
|
|
{
|
|
"name": "\u57fa\u4e8e\u96c5\u53ef\u6bd4\u663e\u8457\u56fe\u7684\u7535\u78c1\u4fe1\u53f7\u5feb\u901f\u5bf9\u6297\u653b\u51fb\u65b9\u6cd5",
|
|
"authors": [
|
|
"\u5f20\u5251",
|
|
"\u5468\u4fa0",
|
|
"\u5f20\u4e00\u7136",
|
|
"\u738b\u6893\u806a"
|
|
],
|
|
"affiliations": [
|
|
"\u6b66\u6c49\u6570\u5b57\u5de5\u7a0b\u7814\u7a76\u6240"
|
|
],
|
|
"abstract": "\u4e3a\u4e86\u751f\u6210\u9ad8\u8d28\u91cf\u7684\u7535\u78c1\u4fe1\u53f7\u5bf9\u6297\u6837\u672c\uff0c\u63d0\u51fa\u4e86\u5feb\u901f\u96c5\u53ef\u6bd4\u663e\u8457\u56fe\u653b\u51fb\uff08FJSMA\uff09\u65b9\u6cd5\u3002FJSMA\u901a\u8fc7\u8ba1\u7b97\u653b\u51fb\u76ee\u6807\u7c7b\u522b\u7684\u96c5\u53ef\u6bd4\u77e9\u9635\uff0c\u5e76\u6839\u636e\u8be5\u77e9\u9635\u751f\u6210\u7279\u5f81\u663e\u8457\u56fe\uff0c\u4e4b\u540e\u8fed\u4ee3\u9009\u53d6\u663e\u8457\u6027\u6700\u5f3a\u7684\u7279\u5f81\u70b9\u53ca\u5176\u90bb\u57df\u5185\u8fde\u7eed\u7279\u5f81\u70b9\u6dfb\u52a0\u6270\u52a8\uff0c\u540c\u65f6\u5f15\u5165\u5355\u70b9\u6270\u52a8\u9650\u5236\uff0c\u6700\u540e\u751f\u6210\u5bf9\u6297\u6837\u672c\u3002\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0c\u4e0e\u96c5\u53ef\u6bd4\u663e\u8457\u56fe\u653b\u51fb\u65b9\u6cd5\u76f8\u6bd4\uff0cFJSMA\u5728\u4fdd\u6301\u4e0e\u4e4b\u76f8\u540c\u7684\u9ad8\u653b\u51fb\u6210\u529f\u7387\u7684\u540c\u65f6\uff0c\u751f\u6210\u901f\u5ea6\u63d0\u5347\u4e86\u7ea610\u500d\uff0c\u76f8\u4f3c\u5ea6\u63d0\u5347\u4e86\u8d85\u8fc711%\uff1b\u4e0e\u5176\u4ed6\u57fa\u4e8e\u68af\u5ea6\u7684\u65b9\u6cd5\u76f8\u6bd4\uff0c\u653b\u51fb\u6210\u529f\u7387\u63d0\u5347\u4e86\u8d85\u8fc720%\uff0c\u76f8\u4f3c\u5ea6\u63d0\u5347\u4e8620%\uff5e30%\u3002"
|
|
},
|
|
{
|
|
"name": "\u57fa\u4e8e\u52a8\u91cf\u8fed\u4ee3\u5feb\u901f\u68af\u5ea6\u7b26\u53f7\u7684SAR-ATR\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u9ed1\u76d2\u653b\u51fb\u7b97\u6cd5",
|
|
"authors": [
|
|
"\u4e07\u70dc\u7533",
|
|
"\u5218\u4f1f",
|
|
"\u725b\u671d\u9633",
|
|
"\u5362\u4e07\u6770"
|
|
],
|
|
"affiliations": [
|
|
"\u4e2d\u56fd\u4eba\u6c11\u89e3\u653e\u519b\u6218\u7565\u652f\u63f4\u90e8\u961f\u4fe1\u606f\u5de5\u7a0b\u5927\u5b66\u6570\u636e\u4e0e\u76ee\u6807\u5de5\u7a0b\u5b66\u9662"
|
|
],
|
|
"abstract": "\u5408\u6210\u5b54\u5f84\u96f7\u8fbe\u81ea\u52a8\u76ee\u6807\u8bc6\u522b(SAR-ATR)\u9886\u57df\u7f3a\u4e4f\u6709\u6548\u7684\u9ed1\u76d2\u653b\u51fb\u7b97\u6cd5\uff0c\u4e3a\u6b64\uff0c\u8be5\u6587\u7ed3\u5408\u52a8\u91cf\u8fed\u4ee3\u5feb\u901f\u68af\u5ea6\u7b26\u53f7(MI-FGSM)\u601d\u60f3\u63d0\u51fa\u4e86\u4e00\u79cd\u57fa\u4e8e\u8fc1\u79fb\u7684\u9ed1\u76d2\u653b\u51fb\u7b97\u6cd5\u3002\u9996\u5148\u7ed3\u5408SAR\u56fe\u50cf\u7279\u6027\u8fdb\u884c\u968f\u673a\u6591\u70b9\u566a\u58f0\u53d8\u6362\uff0c\u7f13\u89e3\u6a21\u578b\u5bf9\u6591\u70b9\u566a\u58f0\u7684\u8fc7\u62df\u5408\uff0c\u63d0\u9ad8\u7b97\u6cd5\u7684\u6cdb\u5316\u6027\u80fd\uff1b\u7136\u540e\u8bbe\u8ba1\u4e86\u80fd\u591f\u5feb\u901f\u5bfb\u627e\u6700\u4f18\u68af\u5ea6\u4e0b\u964d\u65b9\u5411\u7684ABN\u5bfb\u4f18\u5668\uff0c\u901a\u8fc7\u6a21\u578b\u68af\u5ea6\u5feb\u901f\u6536\u655b\u63d0\u5347\u7b97\u6cd5\u653b\u51fb\u6709\u6548\u6027\uff1b\u6700\u540e\u5f15\u5165\u62df\u53cc\u66f2\u52a8\u91cf\u7b97\u5b50\u83b7\u5f97\u7a33\u5b9a\u7684\u6a21\u578b\u68af\u5ea6\u4e0b\u964d\u65b9\u5411\uff0c\u4f7f\u68af\u5ea6\u5728\u5feb\u901f\u6536\u655b\u8fc7\u7a0b\u4e2d\u907f\u514d\u9677\u5165\u5c40\u90e8\u6700\u4f18\uff0c\u8fdb\u4e00\u6b65\u589e\u5f3a\u5bf9\u6297\u6837\u672c\u7684\u9ed1\u76d2\u653b\u51fb\u6210\u529f\u7387\u3002\u901a\u8fc7\u4eff\u771f\u5b9e\u9a8c\u8868\u660e\uff0c\u4e0e\u73b0\u6709\u7684\u5bf9\u6297\u653b\u51fb\u7b97\u6cd5\u76f8\u6bd4\uff0c\u8be5\u6587\u7b97\u6cd5\u5728MSTAR\u548cFUSAR-Ship\u6570\u636e\u96c6\u4e0a\u5bf9\u4e3b\u6d41\u7684SAR-ATR\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u7684\u96c6\u6210\u6a21\u578b\u9ed1\u76d2\u653b\u51fb\u6210\u529f\u7387\u5206\u522b\u63d0\u9ad8\u4e863%\uff5e55%\u548c6%\uff5e57.5%\uff0c\u800c\u4e14\u751f\u6210\u7684\u5bf9\u6297\u6837\u672c\u5177\u6709\u9ad8\u5ea6\u7684\u9690\u853d\u6027\u3002"
|
|
},
|
|
{
|
|
"name": "\u9762\u5411\u56fe\u50cf\u5206\u6790\u9886\u57df\u7684\u9ed1\u76d2\u5bf9\u6297\u653b\u51fb\u6280\u672f\u7efc\u8ff0",
|
|
"authors": [
|
|
"\u6b66\u9633",
|
|
"\u5218\u9756"
|
|
],
|
|
"affiliations": [
|
|
"\u5185\u8499\u53e4\u5927\u5b66\u8ba1\u7b97\u673a\u5b66\u9662"
|
|
],
|
|
"abstract": "\u56fe\u50cf\u9886\u57df\u4e0b\u7684\u9ed1\u76d2\u653b\u51fb\uff08Black-box Attack\uff09\u5df2\u6210\u4e3a\u5f53\u524d\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u5bf9\u6297\u653b\u51fb\u9886\u57df\u7684\u70ed\u70b9\u7814\u7a76\u65b9\u5411\u3002\u9ed1\u76d2\u653b\u51fb\u7684\u7279\u70b9\u5728\u4e8e\u4ec5\u5229\u7528\u6a21\u578b\u8f93\u5165\u4e0e\u8f93\u51fa\u7684\u6620\u5c04\u5173\u7cfb\uff0c\u800c\u65e0\u9700\u6a21\u578b\u5185\u90e8\u53c2\u6570\u4fe1\u606f\u53ca\u68af\u5ea6\u4fe1\u606f\uff0c\u901a\u8fc7\u5411\u56fe\u50cf\u6570\u636e\u52a0\u5165\u4eba\u7c7b\u96be\u4ee5\u5bdf\u89c9\u7684\u5fae\u5c0f\u6270\u52a8\uff0c\u8fdb\u800c\u9020\u6210\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\uff08Deep Neural Network\uff0c DNN\uff09\u63a8\u7406\u4e0e\u8bc6\u522b\u5931\u51c6\uff0c\u5bfc\u81f4\u56fe\u50cf\u5206\u6790\u4efb\u52a1\u7684\u51c6\u786e\u7387\u4e0b\u964d\uff0c\u56e0\u6b64\u7531\u9ed1\u76d2\u653b\u51fb\u5f15\u8d77\u7684\u9c81\u68d2\u6027\u95ee\u9898\u6210\u4e3a\u5f53\u524dDNN\u6a21\u578b\u7814\u7a76\u7684\u5173\u952e\u95ee\u9898\u3002\u4e3a\u63d0\u9ad8\u9ed1\u76d2\u653b\u51fb\u5728\u56fe\u50cf\u5206\u6790\u4efb\u52a1\u4e0b\u7684\u653b\u51fb\u6210\u6548\uff0c\u73b0\u6709\u76f8\u5173\u7814\u7a76\u4ee5\u4f4e\u67e5\u8be2\u6b21\u6570\u3001\u4f4e\u6270\u52a8\u5e45\u5ea6\u3001\u9ad8\u653b\u51fb\u6210\u529f\u7387\u4f5c\u4e3a\u4f18\u5316\u76ee\u6807\uff0c\u9488\u5bf9\u4e0d\u540c\u56fe\u50cf\u5206\u6790\u4efb\u52a1\u91c7\u7528\u4e0d\u540c\u7684\u653b\u51fb\u6a21\u5f0f\u4e0e\u8bc4\u4f30\u65b9\u5f0f\u3002\u672c\u6587\u4ee5\u4e3b\u6d41\u7684\u56fe\u50cf\u5206\u6790\u4efb\u52a1\u4e3a\u51fa\u53d1\u70b9\uff0c\u9610\u8ff0\u56fe\u50cf\u5206\u7c7b\u3001\u76ee\u6807\u68c0\u6d4b\u4e0e\u56fe\u50cf\u5206\u5272\u4e09\u7c7b\u4efb\u52a1\u4e2d\u9ed1\u76d2\u653b\u51fb\u7b97\u6cd5\u7684\u6838\u5fc3\u601d\u60f3\u548c\u96be\u70b9\uff0c\u603b\u7ed3\u9ed1\u76d2\u5bf9\u6297\u653b\u51fb\u9886\u57df\u4e2d\u7684\u5173\u952e\u6982\u5ff5\u4e0e\u8bc4\u4f30\u6307\u6807\uff0c\u5206\u6790\u4e0d\u540c\u56fe\u50cf\u5206\u6790\u4efb\u52a1\u4e2d\u9ed1\u76d2\u5bf9\u6297\u653b\u51fb\u7684\u5b9e\u73b0\u7b56\u7565\u4e0e\u7814\u7a76\u76ee\u6807\u3002\u9610\u660e\u5404\u4e2a\u9ed1\u76d2\u653b\u51fb\u7b97\u6cd5\u95f4\u7684\u5173\u7cfb\u4e0e\u4f18\u52bf\uff0c\u4ece\u653b\u51fb\u6210\u529f\u7387\u3001\u67e5\u8be2\u6b21\u6570\uff0c\u4ee5\u53ca\u76f8\u4f3c\u6027\u5ea6\u91cf\u7b49\u591a\u4e2a\u65b9\u9762\u5bf9\u4e0d\u540c\u7684\u9ed1\u76d2\u653b\u51fb\u7b97\u6cd5\u8fdb\u884c\u6027\u80fd\u6bd4\u8f83\uff0c\u4ee5\u63d0\u51fa\u76ee\u524d\u56fe\u50cf\u5206\u6790\u9886\u57df\u4e2d\u9ed1\u76d2\u5bf9\u6297\u653b\u51fb\u4ecd\u5b58\u5728\u7684\u4e3b\u8981\u6311\u6218\u4e0e\u672a\u6765\u7814\u7a76\u65b9\u5411\u3002"
|
|
},
|
|
{
|
|
"name": "\u7164\u77ff\u4e95\u4e0b\u94bb\u8fdb\u901f\u5ea6\u5f71\u54cd\u56e0\u7d20\u53ca\u5176\u667a\u80fd\u9884\u6d4b\u65b9\u6cd5\u7814\u7a76",
|
|
"authors": [
|
|
"\u6234\u5251\u535a1",
|
|
"\u738b\u5fe0\u5bbe1",
|
|
"\u5f20\u74301",
|
|
"\u53f8\u57921",
|
|
"\u9b4f\u4e1c1",
|
|
"\u5468\u6587\u535a2",
|
|
"\u987e\u8fdb\u60521",
|
|
"\u90b9\u7b71\u745c1",
|
|
"\u5b8b\u96e8\u96e82"
|
|
],
|
|
"affiliations": [
|
|
"1. \u4e2d\u56fd\u77ff\u4e1a\u5927\u5b66\u673a\u68b0\u5de5\u7a0b\u5b66\u9662",
|
|
"2. \u56db\u5ddd\u822a\u5929\u7cfb\u7edf\u5de5\u7a0b\u7814\u7a76\u6240"
|
|
],
|
|
"abstract": "\u5728\u7164\u77ff\u4e95\u4e0b\u94bb\u63a2\u9886\u57df\uff0c\u94bb\u8fdb\u901f\u5ea6(DR)\u662f\u8bc4\u4f30\u94bb\u63a2\u4f5c\u4e1a\u6700\u6709\u6548\u6307\u6807\u4e4b\u4e00\uff0c\u94bb\u901f\u9884\u6d4b\u662f\u5b9e\u73b0\u7164\u77ff\u94bb\u8fdb\u667a\u80fd\u5316\u7684\u524d\u63d0\u6761\u4ef6\uff0c\u5bf9\u4e8e\u4f18\u5316\u94bb\u673a\u94bb\u8fdb\u53c2\u6570\u3001\u964d\u4f4e\u4f5c\u4e1a\u6210\u672c\u3001\u5b9e\u73b0\u5b89\u5168\u9ad8\u6548\u94bb\u63a2\u5177\u6709\u91cd\u8981\u610f\u4e49\u3002\u4e3a\u6b64\uff0c\u63d0\u51fa\u7164\u77ff\u4e95\u4e0b\u94bb\u8fdb\u901f\u5ea6\u5f71\u54cd\u56e0\u7d20\u53ca\u5176\u667a\u80fd\u9884\u6d4b\u65b9\u6cd5\u7814\u7a76\uff0c\u63a2\u7d22\u57fa\u4e8e\u94bb\u538b\u3001\u8f6c\u901f\u3001\u626d\u77e9\u4ee5\u53ca\u94bb\u8fdb\u6df1\u5ea6\u7b49\u5c11\u91cf\u94bb\u673a\u53c2\u6570\u91c7\u7528\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\u5b9e\u73b0\u94bb\u8fdb\u901f\u5ea6\u7cbe\u51c6\u9884\u6d4b\u3002\u9996\u5148\u901a\u8fc7\u5b9e\u9a8c\u5ba4\u5fae\u94bb\u8bd5\u9a8c\uff0c\u6df1\u5165\u5206\u6790\u7164\u5ca9\u529b\u5b66\u6027\u80fd\u3001\u94bb\u538b\u3001\u8f6c\u901f\u548c\u94bb\u8fdb\u6df1\u5ea6\u5bf9\u626d\u77e9\u3001\u94bb\u8fdb\u901f\u5ea6\u5f71\u54cd\u89c4\u5f8b\u3002\u7814\u7a76\u7ed3\u679c\u663e\u793a\uff0c\u5728\u7164\u77ff\u4e95\u4e0b\u94bb\u8fdb\u8fc7\u7a0b\u4e2d\uff0c\u968f\u7740\u94bb\u8fdb\u538b\u529b\u589e\u5927\uff0c\u94bb\u8fdb\u901f\u5ea6\u5448\u9010\u6e10\u5347\u9ad8\u8d8b\u52bf\uff0c\u5728\u8f83\u9ad8\u7684\u8f6c\u901f\u6761\u4ef6\u4e0b\u94bb\u8fdb\u538b\u529b\u5bf9\u94bb\u8fdb\u901f\u5ea6\u5f71\u54cd\u66f4\u52a0\u660e\u663e\uff0c\u8f6c\u901f\u589e\u52a0\u6709\u5229\u4e8e\u63d0\u9ad8\u94bb\u8fdb\u901f\u5ea6\uff0c\u4f46\u8f6c\u901f\u5bf9\u786c\u5ea6\u8f83\u4f4e\u7684\u7164\u5c42\u94bb\u8fdb\u901f\u5ea6\u5f71\u54cd\u66f4\u4e3a\u663e\u8457\uff1b\u7136\u540e\uff0c\u6839\u636e\u7164\u77ff\u4e95\u4e0b\u9632\u51b2\u94bb\u5b54\u73b0\u573a\u6570\u636e\uff0c\u91c7\u7528K-\u8fd1\u90bb(KNN)\u3001\u652f\u6301\u5411\u91cf\u56de\u5f52(SVR)\u548c\u968f\u673a\u68ee\u6797\u56de\u5f52(RFR)\u4e09\u79cd\u4e0d\u540c\u7684\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\u5efa\u7acb\u94bb\u8fdb\u901f\u5ea6\u9884\u6d4b\u6a21\u578b\uff0c\u5e76\u7ed3\u5408\u7c92\u5b50\u7fa4\u7b97\u6cd5(PSO)\u5bf9\u4e09\u79cd\u6a21\u578b\u8d85\u53c2\u6570\u8fdb\u884c\u4f18\u5316\uff0c\u6700\u540e\u5bf9\u6bd4\u5206\u6790PSO-KNN\u3001PSO-SVR\u548cPSO-RFR\u4e09\u79cd\u94bb\u8fdb\u901f\u5ea6\u9884\u6d4b\u6a21\u578b\u9884\u6d4b\u7ed3\u679c\u3002\u7814\u7a76\u7ed3\u679c\u8868\u660e\uff0cPSO-RFR\u6a21\u578b\u51c6\u786e\u6027\u6700\u597d\uff0c\u51b3\u5b9a\u7cfb\u6570R2\u9ad8\u8fbe0.963\uff0c\u5747\u65b9\u8bef\u5deeMSE\u4ec5\u670929.742\uff0c\u800cPSO-SVR\u6a21\u578b\u9c81\u68d2\u6027\u6700\u597d\uff0c\u5728\u5bf9\u6297\u653b\u51fb\u540e\u8bc4\u4ef7\u6307\u6807\u53d8\u5316\u7387\u6700\u5c0f\u3002\u672c\u6587\u7814\u7a76\u6709\u52a9\u4e8e\u5b9e\u73b0\u7164\u77ff\u4e95\u4e0b\u94bb\u8fdb\u901f\u5ea6\u7684\u7cbe\u51c6\u9884\u6d4b\uff0c\u4e3a\u7164\u77ff\u4e95\u4e0b\u667a\u80fd\u94bb\u8fdb\u53c2\u6570\u4f18\u5316\u63d0\u4f9b\u7406\u8bba\u652f\u6491\u3002 "
|
|
},
|
|
{
|
|
"name": "\u9488\u5bf9\u76ee\u6807\u68c0\u6d4b\u6a21\u578b\u7684\u7269\u7406\u5bf9\u6297\u653b\u51fb\u7efc\u8ff0",
|
|
"authors": [
|
|
"\u8521\u4f1f",
|
|
"\u72c4\u661f\u96e8",
|
|
"\u848b\u6615\u660a",
|
|
"\u738b\u946b",
|
|
"\u9ad8\u851a\u6d01"
|
|
],
|
|
"affiliations": [
|
|
"\u706b\u7bad\u519b\u5de5\u7a0b\u5927\u5b66\u5bfc\u5f39\u5de5\u7a0b\u5b66\u9662"
|
|
],
|
|
"abstract": "\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u5bb9\u6613\u53d7\u5230\u5bf9\u6297\u6837\u672c\u7684\u5f71\u54cd\uff0c\u5728\u56fe\u50cf\u4e0a\u6dfb\u52a0\u8089\u773c\u4e0d\u53ef\u89c1\u7684\u5fae\u5c0f\u6270\u52a8\u5c31\u53ef\u4ee5\u4f7f\u8bad\u7ec3\u6709\u7d20\u7684\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u5931\u7075\u3002\u6700\u8fd1\u7684\u7814\u7a76\u8868\u660e\u8fd9\u79cd\u6270\u52a8\u4e5f\u5b58\u5728\u4e8e\u73b0\u5b9e\u4e16\u754c\u4e2d\u3002\u805a\u7126\u4e8e\u6df1\u5ea6\u5b66\u4e60\u76ee\u6807\u68c0\u6d4b\u6a21\u578b\u7684\u7269\u7406\u5bf9\u6297\u653b\u51fb\uff0c\u660e\u786e\u4e86\u7269\u7406\u5bf9\u6297\u653b\u51fb\u7684\u6982\u5ff5\uff0c\u5e76\u4ecb\u7ecd\u4e86\u76ee\u6807\u68c0\u6d4b\u7269\u7406\u5bf9\u6297\u653b\u51fb\u7684\u4e00\u822c\u6d41\u7a0b\uff0c\u4f9d\u636e\u653b\u51fb\u4efb\u52a1\u7684\u4e0d\u540c\u4ece\u8f66\u8f86\u68c0\u6d4b\u548c\u884c\u4eba\u68c0\u6d4b\u7efc\u8ff0\u4e86\u8fd1\u5e74\u6765\u4e00\u7cfb\u5217\u9488\u5bf9\u76ee\u6807\u68c0\u6d4b\u7f51\u7edc\u7684\u7269\u7406\u5bf9\u6297\u653b\u51fb\u65b9\u6cd5\uff0c\u4ee5\u53ca\u7b80\u5355\u4ecb\u7ecd\u4e86\u5176\u4ed6\u9488\u5bf9\u76ee\u6807\u68c0\u6d4b\u6a21\u578b\u7684\u653b\u51fb\u3001\u5176\u4ed6\u653b\u51fb\u4efb\u52a1\u548c\u5176\u4ed6\u653b\u51fb\u65b9\u5f0f\u3002\u6700\u540e\uff0c\u8ba8\u8bba\u4e86\u7269\u7406\u5bf9\u6297\u653b\u51fb\u5f53\u524d\u9762\u4e34\u7684\u6311\u6218\uff0c\u5f15\u51fa\u5bf9\u6297\u8bad\u7ec3\u7684\u5c40\u9650\u6027\u5e76\u5c55\u671b\u672a\u6765\u53ef\u80fd\u7684\u53d1\u5c55\u65b9\u5411\u548c\u5e94\u7528\u524d\u666f\u3002"
|
|
},
|
|
{
|
|
"name": "\u9488\u5bf9\u81ea\u52a8\u9a7e\u9a76\u667a\u80fd\u6a21\u578b\u7684\u653b\u51fb\u4e0e\u9632\u5fa1",
|
|
"authors": [
|
|
"\u9a6c\u66681,2",
|
|
"\u6c88\u8d851,2",
|
|
"\u853a\u741b\u76931,2",
|
|
"\u674e\u524d1,2",
|
|
"\u738b\u9a9e3",
|
|
"\u674e\u74264",
|
|
"\u7ba1\u6653\u5b8f1,2"
|
|
],
|
|
"affiliations": [
|
|
"1. \u897f\u5b89\u4ea4\u901a\u5927\u5b66\u7535\u5b50\u4e0e\u4fe1\u606f\u5b66\u90e8\u7f51\u7edc\u7a7a\u95f4\u5b89\u5168\u5b66\u9662",
|
|
"2. \u667a\u80fd\u7f51\u7edc\u4e0e\u7f51\u7edc\u5b89\u5168\u6559\u80b2\u90e8\u91cd\u70b9\u5b9e\u9a8c\u5ba4(\u897f\u5b89\u4ea4\u901a\u5927\u5b66)",
|
|
"3. \u6b66\u6c49\u5927\u5b66\u56fd\u5bb6\u7f51\u7edc\u5b89\u5168\u5b66\u9662",
|
|
"4. \u6e05\u534e\u5927\u5b66\u7f51\u7edc\u79d1\u5b66\u4e0e\u7f51\u7edc\u7a7a\u95f4\u7814\u7a76\u9662"
|
|
],
|
|
"abstract": "\u8fd1\u5e74\u6765\uff0c\u4ee5\u6df1\u5ea6\u5b66\u4e60\u7b97\u6cd5\u4e3a\u4ee3\u8868\u7684\u4eba\u5de5\u667a\u80fd\u6280\u672f\u4e3a\u4eba\u7c7b\u751f\u4ea7\u751f\u6d3b\u7684\u65b9\u65b9\u9762\u9762\u5e26\u6765\u4e86\u5de8\u5927\u7684\u9769\u65b0\uff0c\u5c24\u5176\u662f\u5728\u81ea\u52a8\u9a7e\u9a76\u9886\u57df\uff0c\u90e8\u7f72\u7740\u81ea\u52a8\u9a7e\u9a76\u7cfb\u7edf\u7684\u667a\u80fd\u6c7d\u8f66\u5df2\u7ecf\u8d70\u8fdb\u4eba\u4eec\u7684\u751f\u6d3b\uff0c\u6210\u4e3a\u4e86\u91cd\u8981\u7684\u751f\u4ea7\u529b\u5de5\u5177\u3002\u7136\u800c\uff0c\u81ea\u52a8\u9a7e\u9a76\u7cfb\u7edf\u4e2d\u7684\u4eba\u5de5\u667a\u80fd\u6a21\u578b\u9762\u4e34\u7740\u6f5c\u5728\u7684\u5b89\u5168\u9690\u60a3\u548c\u98ce\u9669\uff0c\u8fd9\u7ed9\u4eba\u6c11\u7fa4\u4f17\u751f\u547d\u8d22\u4ea7\u5b89\u5168\u5e26\u6765\u4e86\u4e25\u91cd\u5a01\u80c1\u3002\u672c\u6587\u901a\u8fc7\u56de\u987e\u81ea\u52a8\u9a7e\u9a76\u667a\u80fd\u6a21\u578b\u653b\u51fb\u548c\u9632\u5fa1\u7684\u76f8\u5173\u7814\u7a76\u5de5\u4f5c\uff0c\u63ed\u793a\u81ea\u52a8\u9a7e\u9a76\u7cfb\u7edf\u5728\u7269\u7406\u4e16\u754c\u4e0b\u9762\u4e34\u7684\u5b89\u5168\u98ce\u9669\u5e76\u5f52\u7eb3\u603b\u7ed3\u4e86\u76f8\u5e94\u7684\u9632\u5fa1\u5bf9\u7b56\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u672c\u6587\u9996\u5148\u4ecb\u7ecd\u4e86\u5305\u542b\u653b\u51fb\u9762\u3001\u653b\u51fb\u80fd\u529b\u548c\u653b\u51fb\u76ee\u6807\u7684\u81ea\u52a8\u9a7e\u9a76\u7cfb\u7edf\u5b89\u5168\u98ce\u9669\u6a21\u578b\u3002\u5176\u6b21\uff0c\u9762\u5411\u81ea\u52a8\u9a7e\u9a76\u7cfb\u7edf\u7684\u4e09\u4e2a\u5173\u952e\u529f\u80fd\u5c42\u2014\u2014\u4f20\u611f\u5668\u5c42\u3001\u611f\u77e5\u5c42\u548c\u51b3\u7b56\u5c42\uff0c\u672c\u6587\u4f9d\u636e\u53d7\u653b\u51fb\u7684\u667a\u80fd\u6a21\u578b\u548c\u653b\u51fb\u624b\u6bb5\u5f52\u7eb3\u3001\u5206\u6790\u4e86\u5bf9\u5e94\u7684\u653b\u51fb\u65b9\u6cd5\u4ee5\u53ca\u9632\u5fa1\u5bf9\u7b56\uff0c\u5e76\u63a2\u8ba8\u4e86\u73b0\u6709\u65b9\u6cd5\u7684\u5c40\u9650\u6027\u3002\u6700\u540e\uff0c\u672c\u6587\u8ba8\u8bba\u548c\u5c55\u671b\u4e86\u81ea\u52a8\u9a7e\u9a76\u667a\u80fd\u6a21\u578b\u653b\u51fb\u4e0e\u9632\u5fa1\u6280\u672f\u9762\u4e34\u7684\u96be\u9898\u4e0e\u6311\u6218\uff0c\u5e76\u6307\u51fa\u4e86\u672a\u6765\u6f5c\u5728\u7684\u7814\u7a76\u65b9\u5411\u548c\u53d1\u5c55\u8d8b\u52bf."
|
|
},
|
|
{
|
|
"name": "\u9690\u79c1\u4fdd\u62a4\u7684\u56fe\u50cf\u66ff\u4ee3\u6570\u636e\u751f\u6210\u65b9\u6cd5",
|
|
"authors": [
|
|
"\u674e\u5a49\u83b91,2",
|
|
"\u5218\u5b66\u82731,2",
|
|
"\u6768\u535a1,2"
|
|
],
|
|
"affiliations": [
|
|
"1. \u5409\u6797\u5927\u5b66\u8ba1\u7b97\u673a\u79d1\u5b66\u4e0e\u6280\u672f\u5b66\u9662",
|
|
"2. \u5409\u6797\u5927\u5b66\u7b26\u53f7\u8ba1\u7b97\u4e0e\u77e5\u8bc6\u5de5\u7a0b\u6559\u80b2\u90e8\u91cd\u70b9\u5b9e\u9a8c\u5ba4"
|
|
],
|
|
"abstract": "\u9488\u5bf9\u73b0\u6709\u56fe\u50cf\u6570\u636e\u96c6\u5b58\u5728\u7684\u9690\u79c1\u4fdd\u62a4\u9700\u6c42\uff0c\u63d0\u51fa\u4e00\u79cd\u56fe\u50cf\u6570\u636e\u96c6\u9690\u79c1\u4fdd\u62a4\u573a\u666f\u53ca\u8be5\u573a\u666f\u4e0b\u9690\u79c1\u4fdd\u62a4\u7684\u56fe\u50cf\u66ff\u4ee3\u6570\u636e\u751f\u6210\u65b9\u6cd5\u3002\u8be5\u573a\u666f\u5229\u7528\u7ecf\u9690\u79c1\u4fdd\u62a4\u65b9\u6cd5\u5904\u7406\u540e\u7684\u66ff\u4ee3\u56fe\u50cf\u6570\u636e\u96c6\u53d6\u4ee3\u539f\u59cb\u56fe\u50cf\u6570\u636e\u96c6\uff0c\u5176\u4e2d\u66ff\u4ee3\u56fe\u50cf\u4e0e\u539f\u59cb\u56fe\u50cf\u4e00\u4e00\u5bf9\u5e94\uff0c\u4eba\u7c7b\u65e0\u6cd5\u8bc6\u522b\u66ff\u4ee3\u56fe\u50cf\u6240\u5c5e\u7c7b\u522b\uff0c\u66ff\u4ee3\u56fe\u50cf\u53ef\u8bad\u7ec3\u73b0\u6709\u7684\u6df1\u5ea6\u5b66\u4e60\u56fe\u50cf\u5206\u7c7b\u7b97\u6cd5\uff0c\u4e14\u5177\u6709\u8f83\u597d\u7684\u5206\u7c7b\u6548\u679c\u3002\u540c\u65f6\u9488\u5bf9\u4e0a\u8ff0\u573a\u666f\uff0c\u6539\u8fdb\u4e86\u57fa\u4e8e\u6295\u5f71\u68af\u5ea6\u4e0b\u964d(PGD:Project Gradient Descent)\u653b\u51fb\u7684\u6570\u636e\u9690\u79c1\u4fdd\u62a4\u65b9\u6cd5\uff0c\u5c06\u539f\u59cbPGD\u653b\u51fb\u76ee\u6807\u7531\u6807\u7b7e\u6539\u4e3a\u56fe\u50cf\uff0c\u5373\u56fe\u50cf\u5bf9\u56fe\u50cf\u7684\u653b\u51fb\uff0c\u5e76\u4f7f\u7528\u7ecf\u8fc7\u5bf9\u6297\u8bad\u7ec3\u7684\u9c81\u68d2\u6a21\u578b\u8fdb\u884c\u56fe\u50cf\u5bf9\u56fe\u50cf\u653b\u51fb\u4f5c\u4e3a\u66ff\u4ee3\u6570\u636e\u7684\u751f\u6210\u65b9\u6cd5\u3002\u5728\u6807\u51c6\u6d4b\u8bd5\u96c6\u4e0a\uff0c\u66ff\u4ee3\u540e\u7684CIFAR(Canadian Institute For Advanced Research 10)\u6570\u636e\u96c6\u548cCINIC\u6570\u636e\u96c6\u5728\u56fe\u50cf\u5206\u7c7b\u4efb\u52a1\u4e0a\u5206\u522b\u53d6\u5f97\u4e8687.15%\u548c74.04%\u7684\u6d4b\u8bd5\u6b63\u786e\u7387\u3002\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0c\u8be5\u65b9\u6cd5\u80fd\u5728\u4fdd\u8bc1\u66ff\u4ee3\u6570\u636e\u96c6\u5bf9\u4eba\u7c7b\u9690\u79c1\u6027\u7684\u524d\u63d0\u4e0b\uff0c\u751f\u6210\u539f\u59cb\u6570\u636e\u96c6\u7684\u66ff\u4ee3\u6570\u636e\u96c6\uff0c\u5e76\u4fdd\u8bc1\u73b0\u6709\u65b9\u6cd5\u5728\u8be5\u6570\u636e\u96c6\u4e0a\u7684\u5206\u7c7b\u6027\u80fd\u3002"
|
|
},
|
|
{
|
|
"name": "\u7ed3\u5408\u81ea\u9002\u5e94\u6b65\u957f\u7b56\u7565\u548c\u6570\u636e\u589e\u5f3a\u673a\u5236\u63d0\u5347\u5bf9\u6297\u653b\u51fb\u8fc1\u79fb\u6027",
|
|
"authors": [
|
|
"\u9c8d\u857e1",
|
|
"\u9676\u851a2",
|
|
"\u9676\u537f1"
|
|
],
|
|
"affiliations": [
|
|
"1. \u4e2d\u56fd\u4eba\u6c11\u89e3\u653e\u519b\u9646\u519b\u70ae\u5175\u9632\u7a7a\u5175\u5b66\u9662\u4fe1\u606f\u5de5\u7a0b\u7cfb",
|
|
"2. \u4e2d\u56fd\u4eba\u6c11\u89e3\u653e\u519b\u519b\u4e8b\u79d1\u5b66\u9662"
|
|
],
|
|
"abstract": "\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u5177\u6709\u8106\u5f31\u6027\uff0c\u5bb9\u6613\u88ab\u7cbe\u5fc3\u8bbe\u8ba1\u7684\u5bf9\u6297\u6837\u672c\u653b\u51fb.\u68af\u5ea6\u653b\u51fb\u65b9\u6cd5\u5728\u767d\u76d2\u6a21\u578b\u4e0a\u653b\u51fb\u6210\u529f\u7387\u8f83\u9ad8\uff0c\u4f46\u5728\u9ed1\u76d2\u6a21\u578b\u4e0a\u7684\u8fc1\u79fb\u6027\u8f83\u5f31.\u57fa\u4e8eHeavy-ball\u578b\u52a8\u91cf\u548cNesterov\u578b\u52a8\u91cf\u7684\u68af\u5ea6\u653b\u51fb\u65b9\u6cd5\u7531\u4e8e\u5728\u66f4\u65b0\u65b9\u5411\u4e0a\u8003\u8651\u4e86\u5386\u53f2\u68af\u5ea6\u4fe1\u606f\uff0c\u63d0\u5347\u4e86\u5bf9\u6297\u6837\u672c\u7684\u8fc1\u79fb\u6027.\u4e3a\u4e86\u8fdb\u4e00\u6b65\u4f7f\u7528\u5386\u53f2\u68af\u5ea6\u4fe1\u606f\uff0c\u672c\u6587\u9488\u5bf9\u6536\u655b\u6027\u66f4\u597d\u7684Nesterov\u578b\u52a8\u91cf\u65b9\u6cd5\uff0c\u4f7f\u7528\u81ea\u9002\u5e94\u6b65\u957f\u7b56\u7565\u4ee3\u66ff\u76ee\u524d\u5e7f\u6cdb\u4f7f\u7528\u7684\u56fa\u5b9a\u6b65\u957f\uff0c\u63d0\u51fa\u4e86\u4e00\u79cd\u65b9\u5411\u548c\u6b65\u957f\u5747\u4f7f\u7528\u5386\u53f2\u68af\u5ea6\u4fe1\u606f\u7684\u8fed\u4ee3\u5feb\u901f\u68af\u5ea6\u65b9\u6cd5\uff08Nesterov and Adaptive-learning-rate based Iterative Fast Gradient Method,NAI-FGM\uff09.\u6b64\u5916\uff0c\u672c\u6587\u8fd8\u63d0\u51fa\u4e86\u4e00\u79cd\u7ebf\u6027\u53d8\u6362\u4e0d\u53d8\u6027\uff08Linear-transformation Invariant Method,LIM\uff09\u7684\u6570\u636e\u589e\u5f3a\u65b9\u6cd5 .\u5b9e\u9a8c\u7ed3\u679c\u8bc1\u5b9e\u4e86NAI-FGM\u653b\u51fb\u65b9\u6cd5\u548cLIM\u6570\u636e\u589e\u5f3a\u7b56\u7565\u76f8\u5bf9\u4e8e\u540c\u7c7b\u578b\u65b9\u6cd5\u5747\u5177\u6709\u66f4\u9ad8\u7684\u9ed1\u76d2\u653b\u51fb\u6210\u529f\u7387.\u7ec4\u5408NAI-FGM\u65b9\u6cd5\u548cLIM\u7b56\u7565\u751f\u6210\u5bf9\u6297\u6837\u672c\uff0c\u5728\u5e38\u89c4\u8bad\u7ec3\u6a21\u578b\u4e0a\u7684\u5e73\u5747\u9ed1\u76d2\u653b\u51fb\u6210\u529f\u7387\u8fbe\u523087.8%\uff0c\u5728\u5bf9\u6297\u8bad\u7ec3\u6a21\u578b\u4e0a\u7684\u5e73\u5747\u9ed1\u76d2\u653b\u51fb\u6210\u529f\u7387\u8fbe\u523057.5%\uff0c\u5728\u9632\u5fa1\u6a21\u578b\u4e0a\u7684\u5e73\u5747\u9ed1\u76d2\u653b\u51fb\u6210\u529f\u7387\u8fbe\u523067.2%\uff0c\u5747\u8d85\u8fc7\u73b0\u6709\u6700\u9ad8\u6c34\u5e73. "
|
|
},
|
|
{
|
|
"name": "\u9488\u5bf9\u8eab\u4efd\u8bc1\u6587\u672c\u8bc6\u522b\u7684\u9ed1\u76d2\u653b\u51fb\u7b97\u6cd5\u7814\u7a76",
|
|
"authors": [
|
|
"\u5f90\u660c\u51ef1,2",
|
|
"\u51af\u536b\u680b1,2",
|
|
"\u5f20\u6df3\u67701,2",
|
|
"\u90d1\u6653\u9f993,4,5",
|
|
"\u5f20\u8f896",
|
|
"\u738b\u98de\u8dc33,4,5"
|
|
],
|
|
"affiliations": [
|
|
"1. \u5317\u4eac\u4ea4\u901a\u5927\u5b66\u8ba1\u7b97\u673a\u4e0e\u4fe1\u606f\u6280\u672f\u5b66\u9662\u4fe1\u606f\u79d1\u5b66\u7814\u7a76\u6240",
|
|
"2. \u73b0\u4ee3\u4fe1\u606f\u79d1\u5b66\u4e0e\u7f51\u7edc\u6280\u672f\u5317\u4eac\u5e02\u91cd\u70b9\u5b9e\u9a8c\u5ba4",
|
|
"3. \u4e2d\u56fd\u79d1\u5b66\u9662\u81ea\u52a8\u5316\u7814\u7a76\u6240\u591a\u6a21\u6001\u4eba\u5de5\u667a\u80fd\u7cfb\u7edf\u5168\u56fd\u91cd\u70b9\u5b9e\u9a8c\u5ba4",
|
|
"4. \u4e2d\u56fd\u79d1\u5b66\u9662\u81ea\u52a8\u5316\u7814\u7a76\u6240\u590d\u6742\u7cfb\u7edf\u7ba1\u7406\u4e0e\u63a7\u5236\u56fd\u5bb6\u91cd\u70b9\u5b9e\u9a8c\u5ba4",
|
|
"5. \u4e2d\u56fd\u79d1\u5b66\u9662\u5927\u5b66\u4eba\u5de5\u667a\u80fd\u5b66\u9662",
|
|
"6. \u5317\u4eac\u822a\u7a7a\u822a\u5929\u5927\u5b66\u4ea4\u901a\u79d1\u5b66\u4e0e\u5de5\u7a0b\u5b66\u9662"
|
|
],
|
|
"abstract": "\u8eab\u4efd\u8bc1\u8ba4\u8bc1\u573a\u666f\u591a\u91c7\u7528\u6587\u672c\u8bc6\u522b\u6a21\u578b\u5bf9\u8eab\u4efd\u8bc1\u56fe\u7247\u7684\u5b57\u6bb5\u8fdb\u884c\u63d0\u53d6\u3001\u8bc6\u522b\u548c\u8eab\u4efd\u8ba4\u8bc1,\u5b58\u5728\u5f88\u5927\u7684\u9690\u79c1\u6cc4\u9732\u9690\u60a3.\u5e76\u4e14,\u5f53\u524d\u57fa\u4e8e\u6587\u672c\u8bc6\u522b\u6a21\u578b\u7684\u5bf9\u6297\u653b\u51fb\u7b97\u6cd5\u5927\u591a\u53ea\u8003\u8651\u7b80\u5355\u80cc\u666f\u7684\u6570\u636e(\u5982\u5370\u5237\u4f53)\u548c\u767d\u76d2\u6761\u4ef6,\u5f88\u96be\u5728\u7269\u7406\u4e16\u754c\u8fbe\u5230\u7406\u60f3\u7684\u653b\u51fb\u6548\u679c,\u4e0d\u9002\u7528\u4e8e\u590d\u6742\u80cc\u666f\u3001\u6570\u636e\u53ca\u9ed1\u76d2\u6761\u4ef6.\u4e3a\u7f13\u89e3\u4e0a\u8ff0\u95ee\u9898,\u672c\u6587\u63d0\u51fa\u9488\u5bf9\u8eab\u4efd\u8bc1\u6587\u672c\u8bc6\u522b\u6a21\u578b\u7684\u9ed1\u76d2\u653b\u51fb\u7b97\u6cd5,\u8003\u8651\u8f83\u4e3a\u590d\u6742\u7684\u56fe\u50cf\u80cc\u666f\u3001\u66f4\u4e25\u82db\u7684\u9ed1\u76d2\u6761\u4ef6\u4ee5\u53ca\u7269\u7406\u4e16\u754c\u7684\u653b\u51fb\u6548\u679c.\u672c\u7b97\u6cd5\u5728\u57fa\u4e8e\u8fc1\u79fb\u7684\u9ed1\u76d2\u653b\u51fb\u7b97\u6cd5\u7684\u57fa\u7840\u4e0a\u5f15\u5165\u4e8c\u503c\u5316\u63a9\u7801\u548c\u7a7a\u95f4\u53d8\u6362,\u5728\u4fdd\u8bc1\u653b\u51fb\u6210\u529f\u7387\u7684\u524d\u63d0\u4e0b\u63d0\u5347\u4e86\u5bf9\u6297\u6837\u672c\u7684\u89c6\u89c9\u6548\u679c\u548c\u7269\u7406\u4e16\u754c\u4e2d\u7684\u9c81\u68d2\u6027.\u901a\u8fc7\u63a2\u7d22\u4e0d\u540c\u8303\u6570\u9650\u5236\u4e0b\u57fa\u4e8e\u8fc1\u79fb\u7684\u9ed1\u76d2\u653b\u51fb\u7b97\u6cd5\u7684\u6027\u80fd\u4e0a\u9650\u548c\u5173\u952e\u8d85\u53c2\u6570\u7684\u5f71\u54cd,\u672c\u7b97\u6cd5\u5728\u767e\u5ea6\u8eab\u4efd\u8bc1\u8bc6\u522b\u6a21\u578b\u4e0a\u5b9e\u73b0\u4e86100%\u7684\u653b\u51fb\u6210\u529f\u7387.\u8eab\u4efd\u8bc1\u6570\u636e\u96c6\u540e\u7eed\u5c06\u5f00\u6e90."
|
|
},
|
|
{
|
|
"name": "\u57fa\u4e8e\u667a\u80fd\u8fdb\u5316\u7b97\u6cd5\u7684\u53ef\u89c1\u6c34\u5370\u5bf9\u6297\u653b\u51fb",
|
|
"authors": [
|
|
"\u5b63\u4fca\u8c6a1",
|
|
"\u5f20\u7389\u4e661",
|
|
"\u8d75\u82e5\u5b871",
|
|
"\u6e29\u6587\u5a962",
|
|
"\u8463\u74063"
|
|
],
|
|
"affiliations": [
|
|
"1. \u5357\u4eac\u822a\u7a7a\u822a\u5929\u5927\u5b66\u8ba1\u7b97\u673a\u79d1\u5b66\u4e0e\u6280\u672f\u5b66\u9662",
|
|
"2. \u6c5f\u897f\u8d22\u7ecf\u5927\u5b66\u4fe1\u606f\u7ba1\u7406\u5b66\u9662",
|
|
"3. \u5b81\u6ce2\u5927\u5b66\u4fe1\u606f\u79d1\u5b66\u4e0e\u5de5\u7a0b\u5b66\u9662"
|
|
],
|
|
"abstract": "\u968f\u7740\u516c\u6c11\u7248\u6743\u610f\u8bc6\u7684\u63d0\u9ad8\uff0c\u8d8a\u6765\u8d8a\u591a\u542b\u6709\u6c34\u5370\u7684\u56fe\u50cf\u51fa\u73b0\u5728\u751f\u6d3b\u4e2d\u3002\u7136\u800c\uff0c\u73b0\u6709\u7684\u7814\u7a76\u8868\u660e\uff0c\u542b\u6709\u6c34\u5370\u7684\u56fe\u50cf\u4f1a\u5bfc\u81f4\u795e\u7ecf\u7f51\u7edc\u5206\u7c7b\u9519\u8bef\uff0c\u8fd9\u5bf9\u795e\u7ecf\u7f51\u7edc\u7684\u666e\u53ca\u548c\u5e94\u7528\u6784\u6210\u4e86\u5de8\u5927\u7684\u5a01\u80c1\u3002\u5bf9\u6297\u8bad\u7ec3\u662f\u89e3\u51b3\u8fd9\u7c7b\u95ee\u9898\u7684\u9632\u5fa1\u65b9\u6cd5\u4e4b\u4e00\uff0c\u4f46\u662f\u9700\u8981\u4f7f\u7528\u5927\u91cf\u7684\u6c34\u5370\u5bf9\u6297\u6837\u672c\u4f5c\u4e3a\u8bad\u7ec3\u6570\u636e\u3002\u4e3a\u6b64\uff0c\u63d0\u51fa\u4e86\u4e00\u79cd\u57fa\u4e8e\u667a\u80fd\u8fdb\u5316\u7b97\u6cd5\u7684\u53ef\u89c1\u6c34\u5370\u5bf9\u6297\u653b\u51fb\u65b9\u6cd5\u6765\u751f\u6210\u9ad8\u5f3a\u5ea6\u7684\u6c34\u5370\u5bf9\u6297\u6837\u672c\u3002\u8be5\u65b9\u6cd5\u4e0d\u4ec5\u80fd\u5feb\u901f\u751f\u6210\u6c34\u5370\u5bf9\u6297\u6837\u672c\uff0c\u800c\u4e14\u8fd8\u80fd\u4f7f\u5176\u6700\u5927\u7a0b\u5ea6\u5730\u653b\u51fb\u795e\u7ecf\u7f51\u7edc\u3002\u6b64\u5916\uff0c\u8be5\u65b9\u6cd5\u8fd8\u52a0\u5165\u4e86\u56fe\u50cf\u8d28\u91cf\u8bc4\u4ef7\u6307\u6807\u6765\u7ea6\u675f\u56fe\u50cf\u7684\u89c6\u89c9\u635f\u5931\uff0c\u4ece\u800c\u4f7f\u6c34\u5370\u5bf9\u6297\u6837\u672c\u66f4\u52a0\u7f8e\u89c2\u3002\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0c\u6240\u63d0\u65b9\u6cd5\u76f8\u6bd4\u4e8e\u57fa\u51c6\u6c34\u5370\u653b\u51fb\u65b9\u6cd5\u65f6\u95f4\u590d\u6742\u5ea6\u66f4\u4f4e\uff0c\u76f8\u6bd4\u4e8e\u57fa\u51c6\u9ed1\u76d2\u653b\u51fb\u5bf9\u795e\u7ecf\u7f51\u7edc\u653b\u51fb\u6210\u529f\u7387\u66f4\u9ad8\u3002"
|
|
},
|
|
{
|
|
"name": "\u57fa\u4e8e\u566a\u58f0\u7834\u574f\u548c\u6ce2\u5f62\u91cd\u5efa\u7684\u58f0\u7eb9\u5bf9\u6297\u6837\u672c\u9632\u5fa1\u65b9\u6cd5",
|
|
"authors": [
|
|
"\u9b4f\u6625\u96e81",
|
|
"\u5b59\u84991",
|
|
"\u5f20\u96c4\u4f1f1",
|
|
"\u90b9\u971e1",
|
|
"\u5370\u67702"
|
|
],
|
|
"affiliations": [
|
|
"1. \u9646\u519b\u5de5\u7a0b\u5927\u5b66\u6307\u6325\u63a7\u5236\u5de5\u7a0b\u5b66\u9662",
|
|
"2. \u6c5f\u82cf\u8b66\u5b98\u5b66\u9662"
|
|
],
|
|
"abstract": "\u8bed\u97f3\u662f\u4eba\u7c7b\u6700\u91cd\u8981\u7684\u4ea4\u6d41\u65b9\u5f0f\u4e4b\u4e00\u3002\u8bed\u97f3\u4fe1\u53f7\u4e2d\u9664\u4e86\u6587\u672c\u5185\u5bb9\u5916,\u8fd8\u5305\u542b\u4e86\u8bf4\u8bdd\u4eba\u7684\u8eab\u4efd\u3001\u79cd\u65cf\u3001\u5e74\u9f84\u3001\u6027\u522b\u548c\u60c5\u611f\u7b49\u4e30\u5bcc\u7684\u4fe1\u606f,\u5176\u4e2d\u8bf4\u8bdd\u4eba\u8eab\u4efd\u7684\u8bc6\u522b\u4e5f\u88ab\u79f0\u4e3a\u58f0\u7eb9\u8bc6\u522b,\u662f\u4e00\u79cd\u751f\u7269\u7279\u5f81\u8bc6\u522b\u6280\u672f\u3002\u58f0\u7eb9\u5177\u6709\u83b7\u53d6\u65b9\u4fbf\u3001\u5bb9\u6613\u4fdd\u5b58\u3001\u4f7f\u7528\u7b80\u5355\u7b49\u7279\u70b9,\u800c\u6df1\u5ea6\u5b66\u4e60\u6280\u672f\u7684\u8fdb\u6b65\u4e5f\u6781\u5927\u5730\u4fc3\u8fdb\u4e86\u8bc6\u522b\u51c6\u786e\u7387\u7684\u63d0\u5347,\u56e0\u6b64,\u58f0\u7eb9\u8bc6\u522b\u5df2\u88ab\u5e94\u7528\u4e8e\u667a\u6167\u91d1\u878d\u3001\u667a\u80fd\u5bb6\u5c45\u3001\u8bed\u97f3\u52a9\u624b\u548c\u53f8\u6cd5\u8c03\u67e5\u7b49\u9886\u57df\u3002\u53e6\u4e00\u65b9\u9762,\u9488\u5bf9\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u7684\u5bf9\u6297\u6837\u672c\u653b\u51fb\u53d7\u5230\u4e86\u5e7f\u6cdb\u5173\u6ce8,\u5728\u8f93\u5165\u4fe1\u53f7\u4e2d\u6dfb\u52a0\u4e0d\u53ef\u611f\u77e5\u7684\u5fae\u5c0f\u6270\u52a8\u5373\u53ef\u5bfc\u81f4\u6a21\u578b\u9884\u6d4b\u7ed3\u679c\u9519\u8bef\u3002\u5bf9\u6297\u6837\u672c\u7684\u51fa\u73b0\u5bf9\u57fa\u4e8e\u6df1\u5ea6\u5b66\u4e60\u7684\u58f0\u7eb9\u8bc6\u522b\u4e5f\u5c06\u9020\u6210\u5de8\u5927\u7684\u5b89\u5168\u5a01\u80c1\u3002\u73b0\u6709\u58f0\u7eb9\u5bf9\u6297\u6837\u672c\u9632\u5fa1\u65b9\u6cd5\u4f1a\u4e0d\u540c\u7a0b\u5ea6\u5730\u5f71\u54cd\u6b63\u5e38\u6837\u672c\u7684\u8bc6\u522b,\u5e76\u4e14\u5c40\u9650\u4e8e\u7279\u5b9a\u7684\u653b\u51fb\u65b9\u6cd5\u6216\u8bc6\u522b\u6a21\u578b,\u9c81\u68d2\u6027\u8f83\u5dee\u3002\u4e3a\u4e86\u4f7f\u5bf9\u6297\u9632\u5fa1\u80fd\u591f\u517c\u987e\u7ea0\u6b63\u9519\u8bef\u8f93\u51fa\u548c\u51c6\u786e\u8bc6\u522b\u6b63\u5e38\u6837\u672c\u4e24\u4e2a\u65b9\u9762,\u672c\u6587\u63d0\u51fa\u4e00\u79cd\u201c\u7834\u574f+\u91cd\u5efa\u201d\u7684\u4e24\u9636\u6bb5\u5bf9\u6297\u6837\u672c\u9632\u5fa1\u65b9\u6cd5\u3002\u7b2c\u4e00\u9636\u6bb5,\u5728\u5bf9\u6297\u6837\u672c\u4e2d\u6dfb\u52a0\u5177\u6709\u4e00\u5b9a\u4fe1\u566a\u6bd4\u5e45\u5ea6\u9650\u5236\u7684\u9ad8\u65af\u767d\u566a\u58f0,\u7834\u574f\u5bf9\u6297\u6270\u52a8\u7684\u7ed3\u6784\u8fdb\u800c\u6d88\u9664\u6837\u672c\u7684\u5bf9\u6297\u6027\u3002\u7b2c\u4e8c\u9636\u6bb5,\u5229\u7528\u63d0\u51fa\u7684\u540d\u4e3aSCAT-Wave-U-Net\u7684\u8bed\u97f3\u589e\u5f3a\u6a21\u578b\u91cd\u5efa\u539f\u59cb\u8bed\u97f3\u6837\u672c,\u901a\u8fc7\u5728Wave-U-Net\u6a21\u578b\u7ed3\u6784\u4e2d\u5f15\u5165Transformer\u5168\u5c40\u591a\u5934\u81ea\u6ce8\u610f\u529b\u548c\u5c42\u95f4\u4ea4\u53c9\u6ce8\u610f\u529b\u673a\u5236,\u4f7f\u6539\u8fdb\u540e\u7684\u6a21\u578b\u66f4\u6709\u52a9\u4e8e\u9632\u5fa1\u58f0\u7eb9\u5bf9\u6297\u6837\u672c\u653b\u51fb\u3002\u5b9e\u9a8c\u8868\u660e,\u63d0\u51fa\u7684\u9632\u5fa1\u65b9\u6cd5\u4e0d\u4f9d\u8d56\u4e8e\u7279\u5b9a\u58f0\u7eb9\u8bc6\u522b\u7cfb\u7edf\u548c\u5bf9\u6297\u6837\u672c\u653b\u51fb\u65b9\u5f0f,\u5728\u4e24\u79cd\u5178\u578b\u7684\u58f0\u7eb9\u8bc6\u522b\u7cfb\u7edf\u4e0b\u5bf9\u591a\u79cd\u7c7b\u578b\u5bf9\u6297\u6837\u672c\u653b\u51fb\u7684\u9632\u5fa1\u6548\u679c\u5747\u4f18\u4e8e\u5176\u4ed6\u9884\u5904\u7406\u9632\u5fa1\u65b9\u6cd5\u3002 "
|
|
},
|
|
{
|
|
"name": "\u57fa\u4e8e\u6df1\u5ea6\u5b66\u4e60\u7684\u81ea\u7136\u8bed\u8a00\u5904\u7406\u653b\u9632\u7814\u7a76\u7efc\u8ff0",
|
|
"authors": [
|
|
"\u9a6c\u751c",
|
|
"\u5f20\u56fd\u6881",
|
|
"\u90ed\u6653\u519b"
|
|
],
|
|
"affiliations": [
|
|
"\u897f\u85cf\u6c11\u65cf\u5927\u5b66\u4fe1\u606f\u5de5\u7a0b\u5b66\u9662"
|
|
],
|
|
"abstract": "\u968f\u7740\u4eba\u5de5\u667a\u80fd\u7684\u53d1\u5c55\uff0c\u6df1\u5ea6\u5b66\u4e60\u6280\u672f\u5728\u81ea\u7136\u8bed\u8a00\u5904\u7406\uff08NLP\uff09\u9886\u57df\u5df2\u7ecf\u53d6\u5f97\u4e86\u663e\u8457\u8fdb\u6b65\u3002\u7136\u800c\uff0cNLP\u6a21\u578b\u8fd8\u5b58\u5728\u5b89\u5168\u6027\u6f0f\u6d1e\u3002\u6587\u7ae0\u5206\u6790\u4e86\u6df1\u5ea6\u5b66\u4e60\u5728NLP\u4e09\u5927\u6838\u5fc3\u4efb\u52a1\uff08\u5305\u62ec\u6587\u672c\u8868\u793a\u3001\u8bed\u5e8f\u5efa\u6a21\u548c\u77e5\u8bc6\u8868\u793a\uff09\u4e2d\u7684\u5e94\u7528\u73b0\u72b6\uff0c\u9488\u5bf9\u6587\u672c\u751f\u6210\u3001\u6587\u672c\u5206\u7c7b\u4ee5\u53ca\u8bed\u4e49\u89e3\u6790\u9762\u4e34\u7684\u653b\u51fb\u6280\u672f\uff0c\u63a2\u8ba8\u4e86\u5bf9\u6297\u6027\u8bad\u7ec3\u3001\u6b63\u5219\u5316\u6280\u672f\u3001\u6a21\u578b\u84b8\u998f\u7b49\u4e00\u7cfb\u5217\u9632\u5fa1\u6280\u672f\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\u7684\u6548\u7528\u548c\u5c40\u9650\uff0c\u5e76\u901a\u8fc7\u6587\u672c\u5206\u7c7b\u4efb\u52a1\u7684\u5b9e\u8bc1\u7814\u7a76\u9a8c\u8bc1\u4e86\u96c6\u6210\u5bf9\u6297\u8bad\u7ec3\u7684\u6709\u6548\u6027\u3002"
|
|
},
|
|
{
|
|
"name": "\u4e00\u79cd\u57fa\u4e8e\u8f6e\u5ed3\u7a00\u758f\u5bf9\u6297\u7684\u89c6\u9891\u6b65\u6001\u9690\u79c1\u4fdd\u62a4\u7b97\u6cd5",
|
|
"authors": [
|
|
"\u8bb8\u53ef",
|
|
"\u674e\u5609\u6021",
|
|
"\u848b\u5174\u6d69",
|
|
"\u5b59\u952c\u950b"
|
|
],
|
|
"affiliations": [
|
|
"\u4e0a\u6d77\u4ea4\u901a\u5927\u5b66\u7f51\u7edc\u7a7a\u95f4\u5b89\u5168\u5b66\u9662"
|
|
],
|
|
"abstract": "\u6df1\u5ea6\u7f51\u7edc\u6a21\u578b\u53ef\u4ee5\u4ece\u89c6\u9891\u6b65\u6001\u5e8f\u5217\u4e2d\u83b7\u53d6\u4eba\u4f53\u6b65\u6001\u751f\u7269\u7279\u5f81\u5e76\u8bc6\u522b\u4eba\u7269\u8eab\u4efd,\u9020\u6210\u4e25\u91cd\u7684\u9690\u79c1\u6cc4\u9732\u5b89\u5168\u5a01\u80c1\u3002\u73b0\u6709\u65b9\u6cd5\u4e00\u822c\u901a\u8fc7\u5bf9\u89c6\u9891\u753b\u9762\u4e2d\u7684\u4eba\u4f53\u8fdb\u884c\u6a21\u7cca\u3001\u53d8\u5f62\u7b49\u5904\u7406\u6765\u4fdd\u62a4\u9690\u79c1,\u8fd9\u4e9b\u65b9\u6cd5\u53ef\u4ee5\u5728\u4e00\u5b9a\u7a0b\u5ea6\u4e0a\u6539\u53d8\u4eba\u4f53\u5916\u89c2,\u4f46\u5f88\u96be\u6539\u53d8\u4eba\u7269\u884c\u8d70\u59ff\u6001,\u96be\u4ee5\u9003\u907f\u6df1\u5ea6\u7f51\u7edc\u6a21\u578b\u7684\u8bc6\u522b,\u4e14\u8fd9\u79cd\u5904\u7406\u5f80\u5f80\u4f34\u968f\u7740\u5bf9\u89c6\u9891\u8d28\u91cf\u7684\u4e25\u91cd\u7834\u574f,\u964d\u4f4e\u4e86\u89c6\u9891\u7684\u89c6\u89c9\u53ef\u7528\u6027\u3002\u9488\u5bf9\u8be5\u95ee\u9898,\u6587\u7ae0\u63d0\u51fa\u4e00\u79cd\u57fa\u4e8e\u8f6e\u5ed3\u7a00\u758f\u5bf9\u6297\u7684\u89c6\u9891\u6b65\u6001\u9690\u79c1\u4fdd\u62a4\u7b97\u6cd5,\u901a\u8fc7\u5bf9\u6b65\u6001\u8bc6\u522b\u6a21\u578b\u7684\u5bf9\u6297\u653b\u51fb\u6765\u8ba1\u7b97\u753b\u9762\u4e2d\u4eba\u4f53\u8f6e\u5ed3\u5468\u56f4\u7684\u6709\u6548\u4fee\u6539\u4f4d\u7f6e\u3002\u4e0e\u4f20\u7edf\u65b9\u6cd5\u76f8\u6bd4,\u5728\u5177\u6709\u76f8\u540c\u9690\u79c1\u4fdd\u62a4\u80fd\u529b\u7684\u60c5\u51b5\u4e0b,\u8be5\u7b97\u6cd5\u51cf\u5c11\u4e86\u5bf9\u753b\u9762\u7684\u4fee\u6539,\u5728\u9690\u79c1\u5b89\u5168\u6027\u548c\u89c6\u89c9\u53ef\u7528\u6027\u4e0a\u8fbe\u5230\u4e86\u8f83\u597d\u7684\u5747\u8861\u3002\u8be5\u7b97\u6cd5\u5728\u516c\u5f00\u6b65\u6001\u6570\u636e\u5e93CASIA-B\u548cOUMVLP\u4e0a\u5bf94\u79cd\u6b65\u6001\u8bc6\u522b\u6a21\u578b\u8fdb\u884c\u6d4b\u8bd5,\u901a\u8fc7\u4e0e\u4e0d\u540c\u6b65\u6001\u9690\u79c1\u4fdd\u62a4\u65b9\u6cd5\u5bf9\u6bd4,\u9a8c\u8bc1\u4e86\u8be5\u7b97\u6cd5\u5728\u6b65\u6001\u9690\u79c1\u4fdd\u62a4\u4e0a\u7684\u6709\u6548\u6027\u548c\u53ef\u7528\u6027\u3002"
|
|
}
|
|
] |