{"id":475823,"date":"2023-08-09T07:23:51","date_gmt":"2023-08-09T07:23:51","guid":{"rendered":""},"modified":"2023-09-05T11:11:17","modified_gmt":"2023-09-05T11:11:17","slug":"adversarial-training","status":"publish","type":"wiki","link":"https:\/\/oneproxy.pro\/jp\/wiki\/adversarial-training\/","title":{"rendered":"\u6575\u5bfe\u7684\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0"},"content":{"rendered":"

\u6575\u5bfe\u7684\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306f\u3001\u6575\u5bfe\u7684\u653b\u6483\u306b\u5bfe\u3059\u308b\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u306e\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3068\u5805\u7262\u6027\u3092\u5411\u4e0a\u3055\u305b\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u308b\u624b\u6cd5\u3067\u3059\u3002\u6575\u5bfe\u7684\u653b\u6483\u3068\u306f\u3001\u5165\u529b\u30c7\u30fc\u30bf\u3092\u610f\u56f3\u7684\u306b\u64cd\u4f5c\u3057\u3066\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u3092\u6b3a\u304d\u3001\u8aa4\u3063\u305f\u4e88\u6e2c\u3092\u884c\u308f\u305b\u308b\u3053\u3068\u3067\u3059\u3002\u3053\u308c\u3089\u306e\u653b\u6483\u306f\u3001\u7279\u306b\u81ea\u52d5\u904b\u8ee2\u8eca\u3001\u533b\u7642\u8a3a\u65ad\u3001\u91d1\u878d\u8a50\u6b3a\u691c\u51fa\u306a\u3069\u306e\u91cd\u8981\u306a\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3067\u306f\u5927\u304d\u306a\u61f8\u5ff5\u4e8b\u9805\u3067\u3059\u3002\u6575\u5bfe\u7684\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306f\u3001\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0 \u30d7\u30ed\u30bb\u30b9\u4e2d\u306b\u30e2\u30c7\u30eb\u3092\u6575\u5bfe\u7684\u30b5\u30f3\u30d7\u30eb\u306b\u3055\u3089\u3059\u3053\u3068\u3067\u3001\u30e2\u30c7\u30eb\u306e\u8010\u6027\u3092\u9ad8\u3081\u308b\u3053\u3068\u3092\u76ee\u7684\u3068\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n

\u6575\u5bfe\u7684\u8a13\u7df4\u306e\u8d77\u6e90\u3068\u305d\u306e\u6700\u521d\u306e\u8a00\u53ca\u306e\u6b74\u53f2<\/h2>\n

\u6575\u5bfe\u7684\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306e\u6982\u5ff5\u306f\u30012014 \u5e74\u306b\u30a4\u30a2\u30f3 \u30b0\u30c3\u30c9\u30d5\u30a7\u30ed\u30fc\u6c0f\u3068\u305d\u306e\u540c\u50da\u306b\u3088\u3063\u3066\u521d\u3081\u3066\u5c0e\u5165\u3055\u308c\u307e\u3057\u305f\u3002\u300c\u6575\u5bfe\u7684\u30b5\u30f3\u30d7\u30eb\u306e\u8aac\u660e\u3068\u6d3b\u7528\u300d\u3068\u984c\u3055\u308c\u305f\u72ec\u5275\u7684\u306a\u8ad6\u6587\u3067\u3001\u5f7c\u3089\u306f\u30cb\u30e5\u30fc\u30e9\u30eb \u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u304c\u6575\u5bfe\u7684\u653b\u6483\u306b\u5bfe\u3057\u3066\u8106\u5f31\u3067\u3042\u308b\u3053\u3068\u3092\u5b9f\u8a3c\u3057\u3001\u305d\u306e\u3088\u3046\u306a\u653b\u6483\u304b\u3089\u8eab\u3092\u5b88\u308b\u65b9\u6cd5\u3092\u63d0\u6848\u3057\u307e\u3057\u305f\u3002\u3053\u306e\u30a2\u30a4\u30c7\u30a2\u306f\u3001\u4eba\u9593\u304c\u5b66\u7fd2\u30d7\u30ed\u30bb\u30b9\u4e2d\u306b\u3055\u307e\u3056\u307e\u306a\u30b7\u30ca\u30ea\u30aa\u306b\u3055\u3089\u3055\u308c\u308b\u3053\u3068\u3067\u3001\u672c\u7269\u306e\u30c7\u30fc\u30bf\u3068\u64cd\u4f5c\u3055\u308c\u305f\u30c7\u30fc\u30bf\u3092\u533a\u5225\u3059\u308b\u65b9\u6cd5\u3092\u5b66\u7fd2\u3059\u308b\u65b9\u6cd5\u306b\u30d2\u30f3\u30c8\u3092\u5f97\u307e\u3057\u305f\u3002<\/p>\n

\u6575\u5bfe\u7684\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306b\u95a2\u3059\u308b\u8a73\u7d30\u60c5\u5831\u3002\u6575\u5bfe\u7684\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306e\u30c8\u30d4\u30c3\u30af\u3092\u62e1\u5f35\u3057\u307e\u3059\u3002<\/h2>\n

\u6575\u5bfe\u7684\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3067\u306f\u3001\u614e\u91cd\u306b\u4f5c\u6210\u3055\u308c\u305f\u6575\u5bfe\u7684\u30b5\u30f3\u30d7\u30eb\u3092\u4f7f\u7528\u3057\u3066\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0 \u30c7\u30fc\u30bf\u3092\u62e1\u5f35\u3057\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u6575\u5bfe\u7684\u30b5\u30f3\u30d7\u30eb\u306f\u3001\u30e2\u30c7\u30eb\u306b\u3088\u308b\u8aa4\u5206\u985e\u3092\u5f15\u304d\u8d77\u3053\u3059\u305f\u3081\u306b\u3001\u5143\u306e\u30c7\u30fc\u30bf\u306b\u308f\u305a\u304b\u306a\u5909\u52d5\u3092\u9069\u7528\u3059\u308b\u3053\u3068\u306b\u3088\u3063\u3066\u751f\u6210\u3055\u308c\u307e\u3059\u3002\u30af\u30ea\u30fc\u30f3\u306a\u30c7\u30fc\u30bf\u3068\u6575\u5bfe\u7684\u30c7\u30fc\u30bf\u306e\u4e21\u65b9\u3067\u30e2\u30c7\u30eb\u3092\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3059\u308b\u3053\u3068\u3067\u3001\u30e2\u30c7\u30eb\u306f\u3088\u308a\u5805\u7262\u306b\u306a\u308a\u3001\u672a\u77e5\u306e\u30b5\u30f3\u30d7\u30eb\u306b\u5bfe\u3057\u3066\u3088\u308a\u9069\u5207\u306b\u4e00\u822c\u5316\u3059\u308b\u3053\u3068\u3092\u5b66\u7fd2\u3057\u307e\u3059\u3002\u6575\u5bfe\u7684\u30b5\u30f3\u30d7\u30eb\u3092\u751f\u6210\u3057\u3066\u30e2\u30c7\u30eb\u3092\u66f4\u65b0\u3059\u308b\u53cd\u5fa9\u30d7\u30ed\u30bb\u30b9\u306f\u3001\u30e2\u30c7\u30eb\u304c\u5341\u5206\u306a\u5805\u7262\u6027\u3092\u793a\u3059\u307e\u3067\u7e70\u308a\u8fd4\u3055\u308c\u307e\u3059\u3002<\/p>\n

\u6575\u5bfe\u7684\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306e\u5185\u90e8\u69cb\u9020\u3002\u6575\u5bfe\u7684\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306e\u4ed5\u7d44\u307f\u3002<\/h2>\n

\u6575\u5bfe\u7684\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306e\u6838\u5fc3\u306f\u3001\u6575\u5bfe\u7684\u30b5\u30f3\u30d7\u30eb\u3092\u751f\u6210\u3057\u3001\u30e2\u30c7\u30eb\u3092\u66f4\u65b0\u3059\u308b\u3068\u3044\u3046\u53cd\u5fa9\u7684\u306a\u30d7\u30ed\u30bb\u30b9\u306b\u3042\u308a\u307e\u3059\u3002\u6575\u5bfe\u7684\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306e\u4e00\u822c\u7684\u306a\u624b\u9806\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/p>\n

    \n
  1. \n

    \u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30c7\u30fc\u30bf\u62e1\u5f35<\/strong>: \u6575\u5bfe\u7684\u30b5\u30f3\u30d7\u30eb\u306f\u3001\u9ad8\u901f\u52fe\u914d\u7b26\u53f7\u6cd5 (FGSM) \u3084\u6295\u5f71\u52fe\u914d\u964d\u4e0b\u6cd5 (PGD) \u306a\u3069\u306e\u624b\u6cd5\u3092\u4f7f\u7528\u3057\u3066\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0 \u30c7\u30fc\u30bf\u3092\u64b9\u4e71\u3059\u308b\u3053\u3068\u306b\u3088\u3063\u3066\u4f5c\u6210\u3055\u308c\u307e\u3059\u3002<\/p>\n<\/li>\n

  2. \n

    \u30e2\u30c7\u30eb\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0<\/strong>\u30e2\u30c7\u30eb\u306f\u3001\u5143\u306e\u30b5\u30f3\u30d7\u30eb\u3068\u6575\u5bfe\u7684\u30b5\u30f3\u30d7\u30eb\u306e\u4e21\u65b9\u3092\u542b\u3080\u62e1\u5f35\u30c7\u30fc\u30bf\u3092\u4f7f\u7528\u3057\u3066\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3055\u308c\u307e\u3059\u3002<\/p>\n<\/li>\n

  3. \n

    \u8a55\u4fa1<\/strong>\u30e2\u30c7\u30eb\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306f\u3001\u6575\u5bfe\u7684\u653b\u6483\u306b\u5bfe\u3059\u308b\u5805\u7262\u6027\u3092\u6e2c\u5b9a\u3059\u308b\u305f\u3081\u306b\u5225\u306e\u691c\u8a3c\u30bb\u30c3\u30c8\u3067\u8a55\u4fa1\u3055\u308c\u307e\u3059\u3002<\/p>\n<\/li>\n

  4. \n

    \u6575\u5bfe\u7684\u30b5\u30f3\u30d7\u30eb\u751f\u6210<\/strong>: \u66f4\u65b0\u3055\u308c\u305f\u30e2\u30c7\u30eb\u3092\u4f7f\u7528\u3057\u3066\u65b0\u3057\u3044\u6575\u5bfe\u7684\u30b5\u30f3\u30d7\u30eb\u304c\u751f\u6210\u3055\u308c\u3001\u30d7\u30ed\u30bb\u30b9\u306f\u8907\u6570\u56de\u53cd\u5fa9\u3057\u3066\u7d99\u7d9a\u3055\u308c\u307e\u3059\u3002<\/p>\n<\/li>\n<\/ol>\n

    \u6575\u5bfe\u7684\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306e\u53cd\u5fa9\u7684\u306a\u6027\u8cea\u306b\u3088\u308a\u3001\u6575\u5bfe\u7684\u653b\u6483\u306b\u5bfe\u3059\u308b\u30e2\u30c7\u30eb\u306e\u9632\u5fa1\u529b\u304c\u5f90\u3005\u306b\u5f37\u5316\u3055\u308c\u307e\u3059\u3002<\/p>\n

    \u6575\u5bfe\u7684\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306e\u4e3b\u306a\u7279\u5fb4\u306e\u5206\u6790<\/h2>\n

    \u6575\u5bfe\u7684\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306e\u4e3b\u306a\u7279\u5fb4\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/p>\n

      \n
    1. \n

      \u5805\u7262\u6027\u306e\u5f37\u5316<\/strong>: \u6575\u5bfe\u7684\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306b\u3088\u308a\u3001\u6575\u5bfe\u7684\u653b\u6483\u306b\u5bfe\u3059\u308b\u30e2\u30c7\u30eb\u306e\u5805\u7262\u6027\u304c\u5927\u5e45\u306b\u5411\u4e0a\u3057\u3001\u60aa\u610f\u3092\u6301\u3063\u3066\u4f5c\u6210\u3055\u308c\u305f\u5165\u529b\u306e\u5f71\u97ff\u304c\u8efd\u6e1b\u3055\u308c\u307e\u3059\u3002<\/p>\n<\/li>\n

    2. \n

      \u4e00\u822c\u5316<\/strong>: \u30af\u30ea\u30fc\u30f3\u306a\u30b5\u30f3\u30d7\u30eb\u3068\u6575\u5bfe\u7684\u306a\u30b5\u30f3\u30d7\u30eb\u3092\u7d44\u307f\u5408\u308f\u305b\u3066\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3059\u308b\u3053\u3068\u3067\u3001\u30e2\u30c7\u30eb\u306e\u4e00\u822c\u5316\u304c\u5411\u4e0a\u3057\u3001\u73fe\u5b9f\u4e16\u754c\u306e\u5909\u52d5\u306b\u9069\u5207\u306b\u5bfe\u5fdc\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<\/li>\n

    3. \n

      \u9069\u5fdc\u9632\u5fa1<\/strong>: \u6575\u5bfe\u7684\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306f\u3001\u65b0\u3057\u3044\u6575\u5bfe\u7684\u30b5\u30f3\u30d7\u30eb\u306b\u5fdc\u3058\u3066\u30e2\u30c7\u30eb\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u9069\u5fdc\u3055\u305b\u3001\u6642\u9593\u306e\u7d4c\u904e\u3068\u3068\u3082\u306b\u305d\u306e\u8010\u6027\u3092\u7d99\u7d9a\u7684\u306b\u6539\u5584\u3057\u307e\u3059\u3002<\/p>\n<\/li>\n

    4. \n

      \u30e2\u30c7\u30eb\u306e\u8907\u96d1\u3055<\/strong>\u6575\u5bfe\u7684\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3067\u306f\u3001\u30d7\u30ed\u30bb\u30b9\u306e\u53cd\u5fa9\u7684\u306a\u6027\u8cea\u3068\u6575\u5bfe\u7684\u30b5\u30f3\u30d7\u30eb\u3092\u751f\u6210\u3059\u308b\u5fc5\u8981\u6027\u306b\u3088\u308a\u3001\u591a\u304f\u306e\u5834\u5408\u3001\u3088\u308a\u591a\u304f\u306e\u8a08\u7b97\u30ea\u30bd\u30fc\u30b9\u3068\u6642\u9593\u304c\u5fc5\u8981\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<\/li>\n

    5. \n

      \u30c8\u30ec\u30fc\u30c9\u30fb\u30aa\u30d5<\/strong>: \u6575\u5bfe\u7684\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3067\u306f\u5805\u7262\u6027\u3068\u7cbe\u5ea6\u306e\u9593\u3067\u30c8\u30ec\u30fc\u30c9\u30aa\u30d5\u304c\u767a\u751f\u3057\u307e\u3059\u3002\u6575\u5bfe\u7684\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3092\u904e\u5ea6\u306b\u884c\u3046\u3068\u3001\u30af\u30ea\u30fc\u30f3\u306a\u30c7\u30fc\u30bf\u306b\u5bfe\u3059\u308b\u5168\u4f53\u7684\u306a\u30e2\u30c7\u30eb \u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u304c\u4f4e\u4e0b\u3059\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<\/li>\n<\/ol>\n

      \u6575\u5bfe\u7684\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306e\u7a2e\u985e<\/h2>\n

      \u6575\u5bfe\u7684\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306b\u306f\u3044\u304f\u3064\u304b\u306e\u30d0\u30ea\u30a8\u30fc\u30b7\u30e7\u30f3\u304c\u3042\u308a\u3001\u305d\u308c\u305e\u308c\u306b\u56fa\u6709\u306e\u7279\u5fb4\u3068\u5229\u70b9\u304c\u3042\u308a\u307e\u3059\u3002\u6b21\u306e\u8868\u306f\u3001\u6575\u5bfe\u7684\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306e\u4e00\u822c\u7684\u306a\u30bf\u30a4\u30d7\u3092\u307e\u3068\u3081\u305f\u3082\u306e\u3067\u3059\u3002<\/p>\n\n\n\n\n\n\n\n\n
      \u30bf\u30a4\u30d7<\/th>\n\u8aac\u660e<\/th>\n<\/tr>\n<\/thead>\n
      \u57fa\u672c\u7684\u306a\u6575\u5bfe\u7684\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0<\/td>\nFGSM \u307e\u305f\u306f PGD \u3092\u4f7f\u7528\u3057\u3066\u751f\u6210\u3055\u308c\u305f\u6575\u5bfe\u7684\u30b5\u30f3\u30d7\u30eb\u3092\u4f7f\u7528\u3057\u3066\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0 \u30c7\u30fc\u30bf\u3092\u62e1\u5f35\u3057\u307e\u3059\u3002<\/td>\n<\/tr>\n
      \u4eee\u60f3\u6575\u5bfe\u7684\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0<\/td>\n\u4eee\u60f3\u6575\u5bfe\u7684\u6442\u52d5\u306e\u6982\u5ff5\u3092\u5229\u7528\u3057\u3066\u30e2\u30c7\u30eb\u306e\u5805\u7262\u6027\u3092\u5f37\u5316\u3057\u307e\u3059\u3002<\/td>\n<\/tr>\n
      TRADES (\u7406\u8ad6\u7684\u6839\u62e0\u306b\u57fa\u3065\u304f\u5f37\u56fa\u306a\u6575\u5bfe\u7684\u9632\u5fa1)<\/td>\n\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u4e2d\u306b\u6700\u60aa\u306e\u5834\u5408\u306e\u6575\u5bfe\u7684\u640d\u5931\u3092\u6700\u5c0f\u9650\u306b\u6291\u3048\u308b\u305f\u3081\u306b\u3001\u6b63\u898f\u5316\u9805\u3092\u7d44\u307f\u8fbc\u307f\u307e\u3059\u3002<\/td>\n<\/tr>\n
      \u30a2\u30f3\u30b5\u30f3\u30d6\u30eb\u6575\u5bfe\u7684\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0<\/td>\n\u7570\u306a\u308b\u521d\u671f\u5316\u3092\u6301\u3064\u8907\u6570\u306e\u30e2\u30c7\u30eb\u3092\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3057\u3001\u305d\u308c\u3089\u306e\u4e88\u6e2c\u3092\u7d44\u307f\u5408\u308f\u305b\u3066\u5805\u7262\u6027\u3092\u5411\u4e0a\u3055\u305b\u307e\u3059\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

      \u6575\u5bfe\u7684\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306e\u4f7f\u7528\u65b9\u6cd5\u3001\u4f7f\u7528\u306b\u95a2\u9023\u3059\u308b\u554f\u984c\u3068\u305d\u306e\u89e3\u6c7a\u7b56<\/h2>\n

      \u6575\u5bfe\u7684\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306f\u3001\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u306e\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3092\u5f37\u5316\u3059\u308b\u305f\u3081\u306b\u3055\u307e\u3056\u307e\u306a\u65b9\u6cd5\u3067\u5229\u7528\u3067\u304d\u307e\u3059\u3002<\/p>\n

        \n
      1. \n

        \u753b\u50cf\u306e\u5206\u985e<\/strong>\u6575\u5bfe\u7684\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3092\u9069\u7528\u3059\u308b\u3068\u3001\u5165\u529b\u753b\u50cf\u306e\u5909\u52d5\u306b\u5bfe\u3059\u308b\u753b\u50cf\u5206\u985e\u30e2\u30c7\u30eb\u306e\u5805\u7262\u6027\u3092\u5411\u4e0a\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<\/li>\n

      2. \n

        \u81ea\u7136\u8a00\u8a9e\u51e6\u7406<\/strong>NLP \u30bf\u30b9\u30af\u3067\u306f\u3001\u6575\u5bfe\u7684\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3092\u4f7f\u7528\u3057\u3066\u3001\u6575\u5bfe\u7684\u306a\u30c6\u30ad\u30b9\u30c8\u64cd\u4f5c\u306b\u5bfe\u3059\u308b\u30e2\u30c7\u30eb\u306e\u8010\u6027\u3092\u9ad8\u3081\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<\/li>\n<\/ol>\n

        \u305f\u3060\u3057\u3001\u6575\u5bfe\u7684\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306b\u306f\u6b21\u306e\u3088\u3046\u306a\u8ab2\u984c\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n

          \n
        1. \n

          \u6b21\u5143\u306e\u546a\u3044<\/strong>: \u9ad8\u6b21\u5143\u306e\u7279\u5fb4\u7a7a\u9593\u3067\u306f\u6575\u5bfe\u7684\u30b5\u30f3\u30d7\u30eb\u304c\u3088\u308a\u591a\u304f\u5b58\u5728\u3059\u308b\u305f\u3081\u3001\u9632\u5fa1\u304c\u3088\u308a\u56f0\u96e3\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<\/li>\n

        2. \n

          \u8b72\u6e21\u53ef\u80fd\u6027<\/strong>\u3042\u308b\u30e2\u30c7\u30eb\u7528\u306b\u8a2d\u8a08\u3055\u308c\u305f\u6575\u5bfe\u7684\u30b5\u30f3\u30d7\u30eb\u306f\u3001\u4ed6\u306e\u30e2\u30c7\u30eb\u306b\u8ee2\u9001\u3055\u308c\u308b\u3053\u3068\u304c\u591a\u304f\u3001\u30e2\u30c7\u30eb\u306e\u30af\u30e9\u30b9\u5168\u4f53\u306b\u30ea\u30b9\u30af\u3092\u3082\u305f\u3089\u3057\u307e\u3059\u3002<\/p>\n<\/li>\n<\/ol>\n

          \u3053\u308c\u3089\u306e\u8ab2\u984c\u306e\u89e3\u6c7a\u7b56\u306b\u306f\u3001\u6b63\u898f\u5316\u6280\u8853\u3084\u30a2\u30f3\u30b5\u30f3\u30d6\u30eb\u6cd5\u306e\u7d44\u307f\u8fbc\u307f\u3001\u6575\u5bfe\u7684\u30b5\u30f3\u30d7\u30eb\u751f\u6210\u306e\u305f\u3081\u306e\u751f\u6210\u30e2\u30c7\u30eb\u306e\u5229\u7528\u306a\u3069\u3001\u3088\u308a\u6d17\u7df4\u3055\u308c\u305f\u9632\u5fa1\u30e1\u30ab\u30cb\u30ba\u30e0\u306e\u958b\u767a\u304c\u542b\u307e\u308c\u307e\u3059\u3002<\/p>\n

          \u4e3b\u306a\u7279\u5fb4\u3068\u985e\u4f3c\u7528\u8a9e\u3068\u306e\u6bd4\u8f03<\/h2>\n

          \u4ee5\u4e0b\u306f\u3001\u6575\u5bfe\u7684\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306b\u95a2\u9023\u3059\u308b\u3044\u304f\u3064\u304b\u306e\u91cd\u8981\u306a\u7279\u5fb4\u3068\u985e\u4f3c\u306e\u7528\u8a9e\u3068\u306e\u6bd4\u8f03\u3067\u3059\u3002<\/p>\n\n\n\n\n\n\n\n\n\n
          \u7279\u6027<\/th>\n\u6575\u5bfe\u7684\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0<\/th>\n\u6575\u5bfe\u7684\u653b\u6483<\/th>\n\u8ee2\u79fb\u5b66\u7fd2<\/th>\n<\/tr>\n<\/thead>\n
          \u5ba2\u89b3\u7684<\/td>\n\u30e2\u30c7\u30eb\u306e\u5805\u7262\u6027\u306e\u5411\u4e0a<\/td>\n\u30e2\u30c7\u30eb\u306e\u610f\u56f3\u7684\u306a\u8aa4\u5206\u985e<\/td>\n\u95a2\u9023\u5206\u91ce\u306e\u77e5\u8b58\u3092\u6d3b\u7528\u3057\u3066\u5bfe\u8c61\u5206\u91ce\u306e\u5b66\u7fd2\u3092\u6539\u5584\u3059\u308b<\/td>\n<\/tr>\n
          \u30c7\u30fc\u30bf\u62e1\u5f35<\/td>\n\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30c7\u30fc\u30bf\u306b\u6575\u5bfe\u7684\u30b5\u30f3\u30d7\u30eb\u3092\u542b\u3081\u308b<\/td>\n\u30c7\u30fc\u30bf\u62e1\u5f35\u306f\u542b\u307e\u308c\u306a\u3044<\/td>\n\u8ee2\u9001\u30c7\u30fc\u30bf\u304c\u542b\u307e\u308c\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059<\/td>\n<\/tr>\n
          \u76ee\u7684<\/td>\n\u30e2\u30c7\u30eb\u306e\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u5f37\u5316<\/td>\n\u30e2\u30c7\u30eb\u306e\u8106\u5f31\u6027\u3092\u60aa\u7528\u3059\u308b<\/td>\n\u30bf\u30fc\u30b2\u30c3\u30c8\u30bf\u30b9\u30af\u306b\u304a\u3051\u308b\u30e2\u30c7\u30eb\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306e\u5411\u4e0a<\/td>\n<\/tr>\n
          \u5b9f\u88c5<\/td>\n\u30e2\u30c7\u30eb\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u4e2d\u306b\u5b9f\u884c<\/td>\n\u30e2\u30c7\u30eb\u306e\u5c55\u958b\u5f8c\u306b\u9069\u7528\u3055\u308c\u308b<\/td>\n\u30e2\u30c7\u30eb\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306e\u524d\u307e\u305f\u306f\u5f8c\u306b\u5b9f\u884c<\/td>\n<\/tr>\n
          \u30a4\u30f3\u30d1\u30af\u30c8<\/td>\n\u653b\u6483\u306b\u5bfe\u3059\u308b\u30e2\u30c7\u30eb\u9632\u5fa1\u3092\u5f37\u5316<\/td>\n\u30e2\u30c7\u30eb\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u304c\u4f4e\u4e0b\u3059\u308b<\/td>\n\u77e5\u8b58\u79fb\u8ee2\u3092\u4fc3\u9032\u3059\u308b<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

          \u6575\u5bfe\u7684\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306b\u95a2\u3059\u308b\u5c06\u6765\u306e\u5c55\u671b\u3068\u6280\u8853<\/h2>\n

          \u6575\u5bfe\u7684\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306e\u5c06\u6765\u306b\u306f\u3001\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u306e\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3068\u5805\u7262\u6027\u306e\u9762\u3067\u6709\u671b\u306a\u9032\u6b69\u304c\u671f\u5f85\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u6f5c\u5728\u7684\u306a\u767a\u5c55\u306b\u306f\u6b21\u306e\u3088\u3046\u306a\u3082\u306e\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n

            \n
          1. \n

            \u9069\u5fdc\u7684\u9632\u885b\u30e1\u30ab\u30cb\u30ba\u30e0<\/strong>: \u9032\u5316\u3059\u308b\u6575\u5bfe\u7684\u653b\u6483\u306b\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u9069\u5fdc\u3057\u3001\u7d99\u7d9a\u7684\u306a\u4fdd\u8b77\u3092\u4fdd\u8a3c\u3059\u308b\u9ad8\u5ea6\u306a\u9632\u5fa1\u30e1\u30ab\u30cb\u30ba\u30e0\u3002<\/p>\n<\/li>\n

          2. \n

            \u5805\u7262\u306a\u8ee2\u79fb\u5b66\u7fd2<\/strong>: \u95a2\u9023\u3059\u308b\u30bf\u30b9\u30af\u3068\u30c9\u30e1\u30a4\u30f3\u9593\u3067\u6575\u5bfe\u7684\u5805\u7262\u6027\u306e\u77e5\u8b58\u3092\u8ee2\u9001\u3057\u3001\u30e2\u30c7\u30eb\u306e\u4e00\u822c\u5316\u3092\u5411\u4e0a\u3055\u305b\u308b\u624b\u6cd5\u3002<\/p>\n<\/li>\n

          3. \n

            \u5b66\u969b\u7684\u30b3\u30e9\u30dc\u30ec\u30fc\u30b7\u30e7\u30f3<\/strong>\u6a5f\u68b0\u5b66\u7fd2\u3001\u30b5\u30a4\u30d0\u30fc\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3001\u6575\u5bfe\u7684\u653b\u6483\u5206\u91ce\u306e\u7814\u7a76\u8005\u9593\u306e\u30b3\u30e9\u30dc\u30ec\u30fc\u30b7\u30e7\u30f3\u306b\u3088\u308a\u3001\u9769\u65b0\u7684\u306a\u9632\u5fa1\u6226\u7565\u304c\u751f\u307e\u308c\u307e\u3059\u3002<\/p>\n<\/li>\n<\/ol>\n

            \u30d7\u30ed\u30ad\u30b7\u30b5\u30fc\u30d0\u30fc\u306e\u4f7f\u7528\u65b9\u6cd5\u3084\u3001\u6575\u5bfe\u7684\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3068\u306e\u95a2\u9023\u4ed8\u3051\u65b9\u6cd5<\/h2>\n

            \u30d7\u30ed\u30ad\u30b7 \u30b5\u30fc\u30d0\u30fc\u306f\u3001\u30e2\u30c7\u30eb\u3068\u5916\u90e8\u30c7\u30fc\u30bf \u30bd\u30fc\u30b9\u306e\u9593\u306b\u533f\u540d\u6027\u3068\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u306e\u30ec\u30a4\u30e4\u30fc\u3092\u63d0\u4f9b\u3059\u308b\u3053\u3068\u3067\u3001\u6575\u5bfe\u7684\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306b\u304a\u3044\u3066\u91cd\u8981\u306a\u5f79\u5272\u3092\u679c\u305f\u3059\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u5916\u90e8\u306e Web \u30b5\u30a4\u30c8\u307e\u305f\u306f API \u304b\u3089\u6575\u5bfe\u7684\u30b5\u30f3\u30d7\u30eb\u3092\u53d6\u5f97\u3059\u308b\u3068\u304d\u306b\u3001\u30d7\u30ed\u30ad\u30b7 \u30b5\u30fc\u30d0\u30fc\u3092\u4f7f\u7528\u3059\u308b\u3068\u3001\u30e2\u30c7\u30eb\u304c\u6a5f\u5bc6\u60c5\u5831\u3092\u516c\u958b\u3057\u305f\u308a\u3001\u30e2\u30c7\u30eb\u81ea\u4f53\u306e\u8106\u5f31\u6027\u3092\u6f0f\u3089\u3057\u305f\u308a\u3059\u308b\u306e\u3092\u9632\u3050\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n

            \u3055\u3089\u306b\u3001\u653b\u6483\u8005\u304c\u6575\u5bfe\u7684\u306a\u5165\u529b\u3092\u7e70\u308a\u8fd4\u3057\u30af\u30a8\u30ea\u3057\u3066\u30e2\u30c7\u30eb\u3092\u64cd\u4f5c\u3057\u3088\u3046\u3068\u3059\u308b\u30b7\u30ca\u30ea\u30aa\u3067\u306f\u3001\u30d7\u30ed\u30ad\u30b7 \u30b5\u30fc\u30d0\u30fc\u306f\u7591\u308f\u3057\u3044\u30a2\u30af\u30c6\u30a3\u30d3\u30c6\u30a3\u3092\u691c\u51fa\u3057\u3066\u30d6\u30ed\u30c3\u30af\u3057\u3001\u6575\u5bfe\u7684\u306a\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0 \u30d7\u30ed\u30bb\u30b9\u306e\u6574\u5408\u6027\u3092\u78ba\u4fdd\u3067\u304d\u307e\u3059\u3002<\/p>\n

            \u95a2\u9023\u30ea\u30f3\u30af<\/h2>\n

            \u6575\u5bfe\u7684\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306e\u8a73\u7d30\u306b\u3064\u3044\u3066\u306f\u3001\u6b21\u306e\u30ea\u30bd\u30fc\u30b9\u3092\u53c2\u7167\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n

              \n
            1. \n

              \u300c\u6575\u5bfe\u7684\u4e8b\u4f8b\u306e\u8aac\u660e\u3068\u6d3b\u7528\u300d \u2013 I. Goodfellow \u4ed6 (2014)
              \n\u30ea\u30f3\u30af<\/a><\/p>\n<\/li>\n

            2. \n

              \u300c\u534a\u6559\u5e2b\u3042\u308a\u30c6\u30ad\u30b9\u30c8\u5206\u985e\u306e\u305f\u3081\u306e\u6575\u5bfe\u7684\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u624b\u6cd5\u300d \u2013 T. Miyato \u4ed6 (2016)
              \n              \u30ea\u30f3\u30af<\/a><\/p>\n<\/li>\n

            3. \n

              \u300c\u6575\u5bfe\u7684\u653b\u6483\u306b\u8010\u6027\u306e\u3042\u308b\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u30e2\u30c7\u30eb\u306b\u5411\u3051\u3066\u300d \u2013 A. Madry \u4ed6 (2017)
              \n              \u30ea\u30f3\u30af<\/a><\/p>\n<\/li>\n

            4. \n

              \u300c\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u8208\u5473\u6df1\u3044\u7279\u6027\u300d \u2013 C. Szegedy \u4ed6 (2014)
              \n              \u30ea\u30f3\u30af<\/a><\/p>\n<\/li>\n

            5. \n

              \u300c\u5927\u898f\u6a21\u306a\u6575\u5bfe\u7684\u6a5f\u68b0\u5b66\u7fd2\u300d \u2013 A. Shafahi \u4ed6 (2018)
              \n              \u30ea\u30f3\u30af<\/a><\/p>\n<\/li>\n<\/ol>\n

              \u6575\u5bfe\u7684\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306f\u3001\u5b89\u5168\u3067\u5805\u7262\u306a\u6a5f\u68b0\u5b66\u7fd2\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u62e1\u5927\u5206\u91ce\u306b\u8ca2\u732e\u3059\u308b\u3001\u7814\u7a76\u958b\u767a\u306e\u91cd\u8981\u306a\u5206\u91ce\u3067\u3042\u308a\u7d9a\u3051\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u306f\u6575\u5bfe\u7684\u653b\u6483\u304b\u3089\u9632\u5fa1\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u3001\u6700\u7d42\u7684\u306b\u306f\u3088\u308a\u5b89\u5168\u3067\u4fe1\u983c\u6027\u306e\u9ad8\u3044 AI \u4e3b\u5c0e\u306e\u30a8\u30b3\u30b7\u30b9\u30c6\u30e0\u304c\u4fc3\u9032\u3055\u308c\u307e\u3059\u3002<\/p>","protected":false},"featured_media":467502,"menu_order":0,"template":"","meta":{"_acf_changed":false,"content-type":"","inline_featured_image":false,"footnotes":""},"class_list":["post-475823","wiki","type-wiki","status-publish","has-post-thumbnail","hentry"],"acf":{"faq_title":"Frequently Asked Questions about Adversarial Training: Enhancing Security and Robustness in Machine Learning<\/mark>","faq_items":[{"question":"What is adversarial training?","answer":"

              Adversarial training is a technique used to enhance the security and robustness of machine learning models against adversarial attacks. It involves augmenting the training data with adversarial examples, crafted by applying subtle perturbations to the original data, to train the model to be more resilient.<\/p>"},{"question":"How did adversarial training originate?","answer":"

              The concept of adversarial training was introduced in 2014 by Ian Goodfellow and colleagues. Their paper titled \"Explaining and Harnessing Adversarial Examples\" demonstrated the vulnerability of neural networks to adversarial attacks and proposed this method as a defense strategy.<\/p>"},{"question":"How does adversarial training work?","answer":"

              Adversarial training follows an iterative process. First, it augments the training data with adversarial examples. Then, the model is trained on the combined data of original and adversarial examples. The process is repeated until the model exhibits satisfactory robustness against attacks.<\/p>"},{"question":"What are the key features of adversarial training?","answer":"

              The key features include improved robustness and generalization, adaptive defense against novel adversarial examples, and a trade-off between robustness and accuracy. It helps models better handle real-world variations.<\/p>"},{"question":"What types of adversarial training exist?","answer":"

              There are several types, including basic adversarial training using FGSM or PGD, virtual adversarial training, TRADES with theoretical grounding, and ensemble adversarial training.<\/p>"},{"question":"How can adversarial training be used?","answer":"

              Adversarial training can be applied to image classification and natural language processing tasks to improve model security and resist adversarial manipulations.<\/p>"},{"question":"What challenges are associated with adversarial training?","answer":"

              Challenges include the curse of dimensionality in high-dimensional feature spaces and the transferability of adversarial examples between models.<\/p>"},{"question":"What are the future perspectives of adversarial training?","answer":"

              The future holds advancements in adaptive defense mechanisms, robust transfer learning, and interdisciplinary collaborations to strengthen adversarial training.<\/p>"},{"question":"How do proxy servers relate to adversarial training?","answer":"

              Proxy servers can aid adversarial training by providing security and anonymity while fetching adversarial examples from external sources, ensuring model integrity. They can also detect and block suspicious activities during the training process.<\/p>"}]},"_links":{"self":[{"href":"https:\/\/oneproxy.pro\/jp\/wp-json\/wp\/v2\/wiki\/475823","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/oneproxy.pro\/jp\/wp-json\/wp\/v2\/wiki"}],"about":[{"href":"https:\/\/oneproxy.pro\/jp\/wp-json\/wp\/v2\/types\/wiki"}],"version-history":[{"count":0,"href":"https:\/\/oneproxy.pro\/jp\/wp-json\/wp\/v2\/wiki\/475823\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/oneproxy.pro\/jp\/wp-json\/wp\/v2\/media\/467502"}],"wp:attachment":[{"href":"https:\/\/oneproxy.pro\/jp\/wp-json\/wp\/v2\/media?parent=475823"}],"curies":[{"name":"\u3046\u30fc\u3093","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}