{"id":120412,"date":"2021-09-02T01:22:22","date_gmt":"2021-09-02T08:22:22","guid":{"rendered":"https:\/\/unit42.paloaltonetworks.com\/?p=120412"},"modified":"2021-10-11T17:04:39","modified_gmt":"2021-10-12T00:04:39","slug":"benign-append-attacks-iupg","status":"publish","type":"post","link":"https:\/\/origin-unit42.paloaltonetworks.com\/ja\/benign-append-attacks-iupg\/","title":{"rendered":"\u300cIUPG\uff08\u63a8\u5b9a\u7121\u7f6a\uff09\u300d\u6df1\u5c64\u5b66\u7fd2\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u304c\u826f\u6027\u30b3\u30f3\u30c6\u30f3\u30c4\u306e\u30a2\u30da\u30f3\u30c9\u653b\u6483\u691c\u51fa\u7387\u3092\u5411\u4e0a"},"content":{"rendered":"

\u6982\u8981<\/h2>\n

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\u79c1\u305f\u3061\u306f\u7b2c42\u56de IEEE Symposium on Security and Privacy\uff08\u7b2c42\u56deIEEE\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u30fb\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u30b7\u30f3\u30dd\u30b8\u30a6\u30e0\uff09\u3068\u5171\u50ac\u3055\u308c\u305f4th Deep Learning and Security Workshop\uff08\u7b2c4\u56de\u6df1\u5c64\u5b66\u7fd2\/\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u30ef\u30fc\u30af\u30b7\u30e7\u30c3\u30d7\uff09<\/a>\u306b\u304a\u3044\u3066\u300cInnocent Until Proven Guilty (IUPG): Building Deep Learning Models with Embedded Robustness to Out-Of-Distribution Content\uff08\u63a8\u5b9a\u7121\u7f6a: \u5206\u985e\u5916\u30b3\u30f3\u30c6\u30f3\u30c4\u306b\u5bfe\u3059\u308b\u5805\u7262\u6027\u3092\u7d44\u307f\u8fbc\u3093\u3060\u6df1\u5c64\u5b66\u7fd2\u30e2\u30c7\u30eb\u306e\u69cb\u7bc9\uff09<\/a>\u300d\u3068\u984c\u3059\u308b\u7814\u7a76\u3092\u767a\u8868<\/a>\u3057\u307e\u3057\u305f\u3002\u3053\u306e\u7814\u7a76\u3067\u79c1\u305f\u3061\u306f\u3001\u5165\u529b\u306b\u542b\u307e\u308c\u308b\u30ce\u30a4\u30ba\u3084\u5206\u985e\u5916\u30b3\u30f3\u30c6\u30f3\u30c4\uff08OOD\uff09\u306b\u5bfe\u3059\u308b\u5805\u7262\u6027\u3092\u9ad8\u3081\u308b\u3088\u3046\u306b\u8a2d\u8a08\u3055\u308c\u305f\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u5206\u985e\u5668\u306e\u305f\u3081\u306e\u6c4e\u7528\u30d7\u30ed\u30c8\u30bf\u30a4\u30d7\u30d9\u30fc\u30b9\u5b66\u7fd2\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u63d0\u6848\u3057\u307e\u3057\u305f\u3002\u3064\u307e\u308a\u3053\u306e\u7814\u7a76\u306f\u300c\u30de\u30eb\u30a6\u30a7\u30a2\u306e\u8b58\u5225\u3092\u76ee\u7684\u3068\u3057\u305f\u6a5f\u68b0\u5b66\u7fd2\u306b\u3088\u308b\u5206\u985e\u6cd5\u300d\u3068\u3044\u3046\u554f\u984c\u3088\u308a\u3082\u5e83\u3044\u554f\u984c\u3092\u6271\u3063\u3066\u3044\u307e\u3059\u3002\u305f\u3060\u3057\u3001IUPG\uff08Innocent Until Proven Guilty\u3001\u63a8\u5b9a\u7121\u7f6a\uff09\u5b66\u7fd2\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u958b\u767a\u3057\u305f\u5f53\u521d\u306e\u52d5\u6a5f\u306f\u300c\u30de\u30eb\u30a6\u30a7\u30a2\u5206\u985e\u5668\u306b\u5bfe\u3059\u308b\u30a2\u30da\u30f3\u30c9\u653b\u6483\u306b\u5bfe\u51e6\u3057\u305f\u3044\u300d\u3068\u3044\u3046\u3082\u306e\u3067\u3057\u305f\u3002\u672c\u7a3f\u3067\u306fIUPG\u3092\u30de\u30eb\u30a6\u30a7\u30a2\u306e\u8b58\u5225\u306b\u3069\u306e\u3088\u3046\u306b\u5229\u7528\u3067\u304d\u308b\u304b\u3068\u3044\u3046\u89b3\u70b9\u304b\u3089\u8aac\u660e\u3057\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n

\u4ee5\u4e0b\u306e\u30bb\u30af\u30b7\u30e7\u30f3\u3067\u306f\u3001\u826f\u6027\u30b3\u30f3\u30c6\u30f3\u30c4\u306e\u30a2\u30da\u30f3\u30c9\u653b\u6483\u304c\u9ad8\u7cbe\u5ea6\u5206\u985e\u5668\u306b\u5bfe\u3057\u3066\u3082\u6210\u529f\u3057\u3066\u3057\u307e\u3046\u53ef\u80fd\u6027\u304c\u3042\u308b\u3053\u3068\u3084\u3001\u305d\u3046\u3057\u305f\u653b\u6483\u306b\u5bfe\u3057\u3066IUPG\u304c\u5177\u4f53\u7684\u306b\u3069\u306e\u3088\u3046\u306b\u5bfe\u51e6\u3059\u308b\u306e\u304b\u306b\u3064\u3044\u3066\u8a73\u7d30\u306b\u53d6\u308a\u4e0a\u3052\u3001IUPG\u3092\u4f7f\u3063\u305f\u691c\u8a3c\u7d50\u679c\u3068\u65e2\u5b58\u5206\u985e\u5668\u3068\u306e\u76f8\u6027\u306b\u3064\u3044\u3066\u7d39\u4ecb\u3057\u3001\u6700\u5f8c\u306b\u30d1\u30ed\u30a2\u30eb\u30c8\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u30b9\u304cIUPG\u3067\u5b66\u7fd2\u3057\u305f\u30e2\u30c7\u30eb\u3092\u4f7f\u3063\u3066\u60aa\u610f\u306e\u3042\u308bWeb\u30b5\u30a4\u30c8\uff08\u5177\u4f53\u7684\u306b\u306fWeb\u30da\u30fc\u30b8\u4e0a\u306eJavaScript\u30de\u30eb\u30a6\u30a7\u30a2\uff09\u3092\u30d7\u30ed\u30a2\u30af\u30c6\u30a3\u30d6\u306b\u691c\u51fa\u3057\u305f\u4f8b\u306b\u3064\u3044\u3066\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n

Advanced URL Filtering<\/a>\u3001DNS \u30bb\u30ad\u30e5\u30ea\u30c6\u30a3<\/a>\u3001WildFire<\/a>\u306e\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u30b5\u30d6\u30b9\u30af\u30ea\u30d7\u30b7\u30e7\u30f3\u3092\u3054\u5229\u7528\u306e\u6b21\u4e16\u4ee3\u30d5\u30a1\u30a4\u30a2\u30a6\u30a9\u30fc\u30eb\u306e\u304a\u5ba2\u69d8\u306f\u3001IUPG\u306e\u4f7f\u7528\u3092\u901a\u3058\u3066\u826f\u6027\u30b3\u30f3\u30c6\u30f3\u30c4\u306e\u30a2\u30da\u30f3\u30c9\u653b\u6483\u306b\u5bfe\u3059\u308b\u4fdd\u8b77\u304c\u5f37\u5316\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n

Benign Append Attack\uff08\u826f\u6027\u30b3\u30f3\u30c6\u30f3\u30c4\u306e\u30a2\u30da\u30f3\u30c9\u653b\u6483\uff09\u3068\u306f<\/h2>\n

\u5206\u985e\uff08Classification\uff09\u306f\u3001\u6a5f\u68b0\u5b66\u7fd2\u3067\u3082\u30d2\u30c8\u306e\u77e5\u80fd\u3067\u3082\u5fc5\u9808\u3068\u306a\u308b\u30bf\u30b9\u30af\u3067\u3001\u300c\u3055\u307e\u3056\u307e\u306a\u30c7\u30fc\u30bf\u30dd\u30a4\u30f3\u30c8\u3092\u3042\u3089\u304b\u3058\u3081\u5b9a\u7fa9\u3055\u308c\u305f\u53ef\u80fd\u6027\u306e\u3042\u308b\u30af\u30e9\u30b9\u30bb\u30c3\u30c8\u306b\u6b63\u3057\u304f\u5206\u985e\u3059\u308b\u300d\u3068\u3044\u3046\u3053\u3068\u3092\u610f\u56f3\u3057\u3066\u3044\u307e\u3059\u3002\u300c\u30de\u30eb\u30a6\u30a7\u30a2\u306e\u5206\u985e\u300d\u3082\u305d\u3046\u3057\u305f\u3088\u304f\u3042\u308b\u5206\u985e\u554f\u984c\u306e1\u3064\u3067\u3001\u5165\u529b\u30b5\u30f3\u30d7\u30eb\u3054\u3068\u306b\u300c\u826f\u6027\uff08benign\uff09\u300d\u307e\u305f\u306f\u300c\u60aa\u6027\uff08malicious\uff09\u300d\u306e\u3044\u305a\u308c\u304b\u306b\u5206\u985e\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u6df1\u5c64\u5b66\u7fd2\u3092\u5229\u7528\u3057\u305f\u30de\u30eb\u30a6\u30a7\u30a2\u306e\u5206\u985e\u3067\u306f\u3001\u300c\u60aa\u610f\u306e\u3042\u308b\u30b3\u30f3\u30c6\u30f3\u30c4\u306b\u826f\u6027\u306e\u30b3\u30f3\u30c6\u30f3\u30c4\u3084\u30e9\u30f3\u30c0\u30e0\u306a\u30ce\u30a4\u30ba\u304c\u52a0\u308f\u3063\u305f\u5834\u5408\u306b\u3001\u5206\u985e\u5668\u306e\u5224\u5b9a\u304c\u8986\u3063\u3066\u3057\u307e\u3046\u300d\u3068\u3044\u3046\u554f\u984c\u304c\u5e83\u304f\u5b58\u5728\u3057\u3001\u3053\u306e\u554f\u984c\u306f\u307b\u3068\u3093\u3069\u89e3\u6c7a\u3055\u308c\u3066\u3044\u307e\u305b\u3093\u3002\u30b3\u30f3\u30c6\u30f3\u30c4\u306b\u3064\u3044\u3066\u306f\u3001\u30a2\u30da\u30f3\u30c9\uff08\u5f8c\u308d\u306b\u8ffd\u52a0\uff09\u3001\u30d7\u30ea\u30da\u30f3\u30c9\uff08\u524d\u306b\u8ffd\u52a0\uff09\u3001\u30a4\u30f3\u30b8\u30a7\u30af\u30b7\u30e7\u30f3\uff08\u4e2d\u9593\u306e\u3069\u3053\u304b\u306b\u8ffd\u52a0\uff09\u306e\u3044\u305a\u308c\u304b\u304c\u884c\u308f\u308c\u307e\u3059\u304c\u3001\u3053\u306e\u653b\u6483\u7a2e\u5225\u3067\u306f\u30a2\u30da\u30f3\u30c9\u304c\u5b9f\u65bd\u3055\u308c\u308b\u30b1\u30fc\u30b9\u304c\u3082\u3063\u3068\u3082\u591a\u304f\u306a\u3063\u3066\u3044\u307e\u3059\u3002\u305f\u3060\u3001\u5206\u985e\u5668\u304b\u3089\u898b\u308c\u3070\u30013\u7a2e\u985e\u306e\u3044\u305a\u308c\u3067\u3042\u3063\u3066\u3082\u540c\u69d8\u306e\u8ab2\u984c\u304c\u751f\u3058\u3066\u3057\u307e\u3044\u307e\u3059\u306e\u3067\u3001\u3053\u3053\u3067\u306f\u540c\u69d8\u3068\u3057\u3066\u6271\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n

\"\u3053\u306e\u56f3\u306f\u3001\u826f\u6027\u30b3\u30f3\u30c6\u30f3\u30c4\u304c\u8ffd\u52a0\u3055\u308c\u305f\u826f\u6027\u30a2\u30da\u30f3\u30c9\u653b\u6483\u304c\u3001\u6df1\u5c64\u5b66\u7fd2\u30d9\u30fc\u30b9\u306e\u30de\u30eb\u30a6\u30a7\u30a2\u5206\u985e\u5668\u306e\u5224\u5b9a\u3092\u3069\u306e\u3088\u3046\u306b\u8986\u3048\u3057\u3066\u3057\u307e\u3046\u304b\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002\u4e0a\u306e\u56f3\u306f\u5206\u985e\u5668\u304c\u60aa\u610f\u306e\u3042\u308b\u30b3\u30f3\u30c6\u30f3\u30c4\u3092\u30de\u30eb\u30a6\u30a7\u30a2\u3068\u3057\u3066\u6b63\u3057\u304f\u8a8d\u8b58\u3057\u3066\u3044\u307e\u3059\u304c\u3001\u4e0b\u306e\u56f3\u306f\u3001\u826f\u6027\u30b3\u30f3\u30c6\u30f3\u30c4\u3092\u8868\u3059\u9752\u3044\u77e9\u5f62(B)\u304c\u5f8c\u308d\u306b\u9023\u7d50\u3055\u308c\u3066\u304a\u308a\u3001\u3053\u308c\u3092\u5206\u985e\u5668\u306b\u304b\u3051\u308b\u3068\u300c\u826f\u6027\u300d\u3068\u3044\u3046\u8aa4\u3063\u305f\u5224\u5b9a\u304c\u4e0b\u3055\u308c\u3066\u3057\u307e\u3044\u307e\u3059\u3002
\u56f31 \u826f\u6027\u30b3\u30f3\u30c6\u30f3\u30c4\u306e\u30a2\u30da\u30f3\u30c9\u653b\u6483\u3092\u56f3\u793a\u3057\u305f\u3082\u306e\u3002\u3053\u3053\u3067\u300cM\u300d\u306f\u300cmalicious\uff08\u60aa\u610f\u306e\u3042\u308b\uff09\u300d\u3001\u300cB\u300d\u306f\u300cbenign\uff08\u826f\u6027\uff09\u300d\u3092\u610f\u5473\u3057\u3066\u3044\u308b<\/figcaption><\/figure>\n

\u3053\u306e\u30bf\u30a4\u30d7\u306e\u653b\u6483\u306f\u3001\u826f\u6027\u30e9\u30a4\u30d6\u30e9\u30ea\u30a4\u30f3\u30b8\u30a7\u30af\u30b7\u30e7\u30f3\u306e\u5f62\u3067\u5b9f\u4e16\u754c\u3067\u3088\u304f\u898b\u3089\u308c\u307e\u3059\u3002\u305d\u3046\u3057\u305f\u653b\u6483\u3067\u306f\u60aa\u610f\u306e\u3042\u308b\u30b3\u30fc\u30c9\u304c\u5927\u304d\u306a\u826f\u6027\u30d5\u30a1\u30a4\u30eb\u306b\u6ce8\u5165\uff08\u30a4\u30f3\u30b8\u30a7\u30af\u30c8\uff09\u3055\u308c\u307e\u3059\u3002\u3064\u307e\u308a\u3001\u76f8\u5bfe\u7684\u306b\u91cf\u306e\u591a\u3044\u826f\u6027\u30b3\u30f3\u30c6\u30f3\u30c4\u304c\u3042\u3063\u3066\u3082\u9069\u5207\u306b\u7121\u8996\u3057\u3001\u60aa\u610f\u306e\u3042\u308b\u30b3\u30fc\u30c9\u3068\u3044\u3046\u300c\u5e72\u3057\u8349\u306e\u4e2d\u306e\u91dd\u300d\u3092\u9078\u3073\u51fa\u3055\u306a\u3051\u308c\u3070\u306a\u3089\u306a\u3044\u306e\u3067\u3059\u3002\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30bb\u30c3\u30c8\u3067\u7279\u5fb4\u3092\u62bd\u51fa\u3057\u305f\u826f\u6027\u30af\u30e9\u30b9\u306b\u5bfe\u5fdc\u3057\u3066\u7279\u5fb4\u3092\u8a8d\u8b58\u30fb\u4f7f\u7528\u3059\u308b\u3088\u3046\u306b\u4f5c\u3089\u308c\u3066\u3044\u308b\u5206\u985e\u5668\u3060\u3068\u3053\u306e\u30bf\u30b9\u30af\u3067\u82e6\u6226\u3057\u307e\u3059\u3002<\/p>\n

\u79c1\u305f\u3061\u306e\u691c\u8a3c\u3067\u306f\u3001\u3053\u306e\u653b\u6483\u306f\u9ad8\u7cbe\u5ea6\u306a\u5206\u985e\u5668\u306b\u5bfe\u3057\u3066\u3082\u304b\u306a\u308a\u6210\u529f\u7387\u304c\u9ad8\u3044\u3053\u3068\u304c\u793a\u3055\u308c\u3066\u3044\u307e\u3059\u3002CCE\uff08categorical cross entropy \u591a\u30af\u30e9\u30b9\u4ea4\u5dee\u30a8\u30f3\u30c8\u30ed\u30d4\u30fc\uff09\u640d\u5931\u95a2\u6570\u3092\u7528\u3044\u3066\u69cb\u7bc9\u3055\u308c\u305f\u79c1\u305f\u3061\u306e\u6df1\u5c64\u5b66\u7fd2JavaScript\u30de\u30eb\u30a6\u30a7\u30a2\u5206\u985e\u5668\u306f\u30c6\u30b9\u30c8\u30bb\u30c3\u30c8\u306799\uff05\u3092\u8d85\u3048\u308b\u7cbe\u5ea6\u3092\u9054\u6210\u3057\u3066\u3044\u307e\u3059\u304c\u3001\u305f\u3063\u305f1\u4e07\u6587\u5b57\u306e\u30e9\u30f3\u30c0\u30e0\u306a\u826f\u6027\u30b3\u30f3\u30c6\u30f3\u30c4\u3092\u60aa\u610f\u306e\u3042\u308b\u30b5\u30f3\u30d7\u30eb\u306b\u30a2\u30da\u30f3\u30c9\u3059\u308b\u3060\u3051\u3067\u3053\u306e\u5224\u5b9a\u304c50\uff05\u4ee5\u4e0a\u306e\u78ba\u7387\u3067\u8986\u3055\u308c\u3066\u3057\u307e\u3044\u307e\u3057\u305f\u3002\u826f\u6027\u30b3\u30f3\u30c6\u30f3\u30c4\u306e\u30a2\u30da\u30f3\u30c9\u306b\u304b\u304b\u308b\u30b3\u30b9\u30c8\u306f\u975e\u5e38\u306b\u4f4e\u3044\u3053\u3068\u304b\u3089\u3053\u308c\u306f\u304b\u306a\u308a\u6182\u616e\u3055\u308c\u308b\u7d50\u679c\u3068\u3044\u3048\u307e\u3059\u3002\u653b\u6483\u8005\u306f\u88ab\u5bb3\u8005\u306e\u5206\u985e\u5668\u306e\u8a73\u7d30\u3092\u306a\u3093\u3089<\/em>\u77e5\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u305b\u3093\u3002\u4e00\u65b9\u3067\u826f\u6027\u30b3\u30f3\u30c6\u30f3\u30c4\u306f\u975e\u5e38\u306b\u8c4a\u5bcc\u3067\u3059\u3057\u7c21\u5358\u306b\u4f5c\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u307e\u305f\u653b\u6483\u8005\u304c\u5bfe\u8c61\u30e2\u30c7\u30eb\u306e\u640d\u5931\u95a2\u6570\u306a\u3069\u306e\u6a5f\u5bc6\u60c5\u5831\u306b\u30a2\u30af\u30bb\u30b9\u3067\u304d\u308b\u306e\u3067\u3042\u308c\u3070\u3001\u30a2\u30da\u30f3\u30c9\u3059\u308b\u30b3\u30f3\u30c6\u30f3\u30c4\u3092\u305d\u306e\u7279\u5b9a\u30e2\u30c7\u30eb\u5411\u3051\u306e\u30c6\u30af\u30cb\u30c3\u30af\u3067\u8a2d\u8a08\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u306e\u3067\u3001\u4e00\u822c\u7684\u306b\u306f\u6210\u529f\u7387\u304c\u3055\u3089\u306b\u9ad8\u307e\u308a\u307e\u3059\u3002<\/p>\n

\u6df1\u5c64\u5b66\u7fd2\u3067\u3053\u306e\u554f\u984c\u3092\u514b\u670d\u3059\u308b\u65b9\u6cd5<\/h2>\n

\u7406\u8ad6\u7684\u306b\u306f\u3001\u3053\u306e\u554f\u984c\u3092\u5b8c\u5168\u306b\u89e3\u6c7a\u3059\u308b\u306b\u306f\u3001\u30de\u30eb\u30a6\u30a7\u30a2\u3067\u3042\u308b\u3053\u3068\u3092\u76f4\u63a5\u306b\u793a\u5506\u3057\u306a\u3044\u30b3\u30f3\u30c6\u30f3\u30c4\u304c\u5206\u985e\u30e1\u30ab\u30cb\u30ba\u30e0\u306b\u4e0e\u3048\u308b\u5f71\u97ff\u3092\u5341\u5206\u5c0f\u3055\u304f\u3059\u308b\u3053\u3068\u3067\u3001\u8a55\u6c7a\u304c\u300c\u826f\u6027\u300d\u306b\u8986\u3089\u306a\u3044\u3088\u3046\u306b\u3057\u3066\u3084\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u9ad8\u30ec\u30d9\u30eb\u3067\u306f\u3001\u79c1\u305f\u3061\u306f\u300c\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u304c\u60aa\u610f\u306e\u3042\u308b\u30af\u30e9\u30b9\u306b\u7279\u6709\u306e\u8b58\u5225\u53ef\u80fd\u30d1\u30bf\u30fc\u30f3\u3060\u3051\u3092\u3082\u3063\u3071\u3089\u5b66\u7fd2\u30fb\u8a8d\u8b58\u3059\u308b\u300d\u3053\u3068\u3092\u5968\u52b1\u3057\u3064\u3064\u3082\u3001\u300c\u4ed6\u306e\u3059\u3079\u3066\u306e\u30b3\u30f3\u30c6\u30f3\u30c4\u306b\u5bfe\u3057\u3066\u306f\u660e\u793a\u7684\u306b\u5805\u7262\u3067\u3042\u308b\u300d\u3068\u3044\u3046\u30a2\u30d7\u30ed\u30fc\u30c1\u3092\u3068\u308a\u307e\u3057\u305f\u3002\u3053\u3053\u3067\u91cd\u8981\u306a\u3053\u3068\u306f\u3001\u3042\u308a\u3068\u3042\u3089\u3086\u308b\u30c7\u30fc\u30bf\u3092\u3068\u308a\u3046\u308b\u826f\u6027\u30b3\u30f3\u30c6\u30f3\u30c4\u306e\u30d1\u30bf\u30fc\u30f3\u3068\u6bd4\u3079\u3001\u30de\u30eb\u30a6\u30a7\u30a2\u306e\u30d1\u30bf\u30fc\u30f3\u306f\u9ad8\u5ea6\u306b\u69cb\u9020\u5316\u3055\u308c\u3066\u3044\u308b\u306e\u3067\u4e00\u610f\u306a\u8a8d\u8b58\u304c\u53ef\u80fd\u3068\u3044\u3046\u3053\u3068\u3067\u3059\uff08\u56f32\u53c2\u7167\uff09\u3002<\/p>\n

\n

\"\u3053\u306e\u56f3\u3067\u306f\u300c\u305d\u306e\u307b\u304b\u306e\u3042\u308a\u3068\u3042\u3089\u3086\u308b\u3082\u306e\u304c\u826f\u6027\u300d\u3068\u5927\u304d\u306a\u9752\u3044\u5186\u306b\u63cf\u304b\u308c\u3066\u3044\u307e\u3059\u3002\u9752\u3044\u5186\u306e\u4e2d\u306b\u5b8c\u5168\u306b\u542b\u307e\u308c\u3066\u3044\u308b\u5c0f\u3055\u306a\u8d64\u8272\u306e\u5186\u306b\u306f\u300c\u60aa\u6027\u306e\u53ef\u80fd\u6027\u304c\u3042\u308b\u3082\u306e\u300d\u3068\u8868\u793a\u3055\u308c\u3066\u3044\u307e\u3059\u3002
\u56f32 \u60aa\u6027\u306e\u30af\u30e9\u30b9\u69cb\u9020\u3068\u826f\u6027\u306e\u30af\u30e9\u30b9\u69cb\u9020\u3092\u56f3\u793a\u3057\u305f\u3082\u306e<\/figcaption><\/figure>
<\/figcaption><\/figure>\n

IUPG\u306e\u753b\u671f\u7684\u6539\u5584\u70b9\u306f\u3001\u5b66\u7fd2\u306b\u4f7f\u7528\u3059\u308b\u969b\u306b\u3001\u300c\u4e00\u610f\u306b\u8b58\u5225\u3067\u304d\u308b\u69cb\u9020\uff08\u30d1\u30bf\u30fc\u30f3\uff09\u3092\u6301\u3064\u30af\u30e9\u30b9\u300d\u3068\u300c\u305d\u308c\u3089\u3092\u6301\u305f\u306a\u3044\u30af\u30e9\u30b9\u300d\u3068\u3092\u533a\u5225\u3059\u308b\u3053\u3068\u3067\u3059\u3002IUPG\u3067\u306f\u3001\u30de\u30eb\u30a6\u30a7\u30a2\u30af\u30e9\u30b9\u306f\u4e00\u610f\u306b\u8b58\u5225\u3067\u304d\u308b\u69cb\u9020\u3092\u6301\u3061\uff08\u300c\u30bf\u30fc\u30b2\u30c3\u30c8\u300d\u30af\u30e9\u30b9\uff09\u3001\u826f\u6027\u30af\u30e9\u30b9\u306f\u672c\u8cea\u7684\u306b\u30e9\u30f3\u30c0\u30e0\u3067\u3059\uff08\u300c\u30aa\u30d5\u30bf\u30fc\u30b2\u30c3\u30c8\uff08\u30bf\u30fc\u30b2\u30c3\u30c8\u5916\uff09\u300d\u30af\u30e9\u30b9\uff09\u3002IUPG\u306e\u5b66\u7fd2\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306f\u300c\u30bf\u30fc\u30b2\u30c3\u30c8\u30af\u30e9\u30b9\u5185\u306b\u3042\u308b\u4e00\u610f\u306b\u8b58\u5225\u53ef\u80fd\u306a\u69cb\u9020\u3092\u5b66\u7fd2\u3059\u308b\u3053\u3068\u300d\u3092\u660e\u78ba\u306b\u610f\u56f3\u3057\u305f\u8a2d\u8a08\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002\u30aa\u30d5\u30bf\u30fc\u30b2\u30c3\u30c8\u30c7\u30fc\u30bf\u306f\u30bf\u30fc\u30b2\u30c3\u30c8\u30af\u30e9\u30b9\u3067\u5b66\u7fd2\u3057\u305f\u7279\u5fb4\u3092\u305d\u308c\u4ee5\u4e0a\u306f\u4e0d\u53ef\u5206\u306a\u3068\u3053\u308d\u307e\u3067\u524a\u304e\u843d\u3068\u3059\u306e\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002\u3053\u308c\u306f\u3001\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u5168\u4f53\u7684\u306a\u53d7\u5bb9\u91ce\uff08\u3064\u307e\u308a\u3001\u60aa\u610f\u306e\u3042\u308b\u30d1\u30bf\u30fc\u30f3\u306b\u306e\u307f\u611f\u5fdc\u3059\u308b\u30c7\u30fc\u30bf\u30d1\u30bf\u30fc\u30f3\uff09\u3092\u5c0f\u3055\u304f\u3059\u308b\u3053\u3068\u3092\u76ee\u7684\u3068\u3057\u3066\u3044\u307e\u3059\u3002\u60aa\u610f\u306e\u3042\u308b\u30d1\u30bf\u30fc\u30f3\u304c\u898b\u3064\u304b\u3089\u306a\u3051\u308c\u3070\u3001\u305d\u3053\u3067\u521d\u3081\u3066\u826f\u6027\u306e\u5224\u5b9a\u304c\u51fa\u307e\u3059\u3002\u3064\u307e\u308a\u672a\u77e5\u306e\u30d5\u30a1\u30a4\u30eb\u306f\u6709\u7f6a\u304c\u7acb\u8a3c\u3055\u308c\u308b\u307e\u3067\u306f\u7121\u7f6a<\/em>\u3068\u3044\u3046\u3053\u3068\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n

\u5f93\u6765\u578b\u306e\u5236\u7d04\u306a\u3057\u306e\u5b66\u7fd2\u306e\u5834\u5408\u3001\u5b66\u7fd2\u30c7\u30fc\u30bf\u306b\u306f\u826f\u6027\u30d1\u30bf\u30fc\u30f3\u3092\u597d\u304d\u306a\u3088\u3046\u306b\u4f7f\u3048\u307e\u3059\u304c\u3001\u7d50\u5c40\u305d\u308c\u3067\u306f\u30d5\u30a1\u30a4\u30eb\u5168\u4f53\u306e\u5b89\u5168\u6027\u306b\u95a2\u3059\u308b\u60c5\u5831\u306f\u5f97\u3089\u308c\u307e\u305b\u3093\u3002\u826f\u6027\u30d1\u30bf\u30fc\u30f3\u306e\u3068\u308a\u3046\u308b\u7bc4\u56f2\u306b\u306f\u9650\u308a\u304c\u306a\u3044\u306e\u3067\u3001\u3053\u3046\u3057\u305f\u826f\u6027\u30af\u30e9\u30b9\u306e\u7279\u5fb4\u306f\u3001\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3084\u691c\u8a3c\u3001\u30c6\u30b9\u30c8\u306e\u5206\u5272\uff08\u3053\u308c\u3089\u306f\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u6226\u7565\u3092\u5171\u6709\u3059\u308b\u3053\u3068\u304c\u591a\u3044\uff09\u3092\u9664\u3051\u3070\u3055\u307b\u3069\u5f79\u306b\u7acb\u305f\u306a\u3044\u3001\u3068\u3044\u3046\u306e\u304c\u79c1\u305f\u3061\u306e\u7acb\u3066\u305f\u4eee\u8aac\u3067\u3059\u3002\u6700\u60aa\u306e\u5834\u5408\u3001\u3053\u3046\u3057\u305f\u30c7\u30fc\u30bf\u306f\u5206\u985e\u5668\u304c\u826f\u6027\u30b3\u30f3\u30c6\u30f3\u30c4\u306b\u654f\u611f\u306b\u53cd\u5fdc\u3059\u308b\u3088\u3046\u306b\u5b66\u7fd2\u3055\u305b\u3066\u3057\u307e\u3044\u3001\u30a2\u30da\u30f3\u30c9\u653b\u6483\u3092\u6210\u529f\u3055\u305b\u3066\u3057\u307e\u3046\u3053\u3068\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n

IUPG\u304c\u826f\u6027\u30b3\u30f3\u30c6\u30f3\u30c4\u306e\u30a2\u30da\u30f3\u30c9\u653b\u6483\u3092\u514b\u670d\u3059\u308b\u65b9\u6cd5<\/h2>\n

\u3059\u3079\u3066\u306eIUPG\u5b66\u7fd2\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u306f\u62bd\u8c61\u5316\u3055\u308c\u305f\u30cd\u30c3\u30c8\u30ef\u30fc\u30afN\uff08\u56f33\uff09\u3092\u4e2d\u5fc3\u3068\u3057\u3066\u69cb\u7bc9\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u5404\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u306e\u8a73\u7d30\u306a\u8aac\u660e\u306b\u3064\u3044\u3066\u306f\u3001\u3053\u3061\u3089\u306e\u5f0a\u793e\u306e\u7814\u7a76<\/a>\u3092\u53c2\u7167\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n

\"\u3053\u306e\u56f3\u306f\u3001\u62bd\u8c61\u5316\u3055\u308c\u305f\u30cd\u30c3\u30c8\u30ef\u30fc\u30afN\u3092\u4e2d\u5fc3\u306b\u69cb\u7bc9\u3055\u308c\u305fIUPG\u5b66\u7fd2\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306e\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002\u8a73\u7d30\u306f\u3001\u8457\u8005\u3089\u306e\u5143\u8ad6\u6587\u300cInnocent
\u56f33 IUPG\u306e\u5168\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u3067\u62bd\u8c61\u7684\u30cd\u30c3\u30c8\u30ef\u30fc\u30afN\u3092\u62e1\u5f35\u3057\u305f\u56f3\u3002<\/figcaption><\/figure>\n

IUPG\u306e\u5b66\u7fd2\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306f\u3001\u65b0\u3057\u3044\u65b9\u6cd5\u3067\u5206\u985e\u3092\u884c\u3046\u3053\u3068\u304c\u3067\u304d\u308b\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3092\u69cb\u7bc9\u3057\u3001\u305d\u308c\u306b\u3088\u3063\u3066\u3068\u304f\u306b\u826f\u6027\u30b3\u30f3\u30c6\u30f3\u30c4\u306e\u30a2\u30da\u30f3\u30c9\u653b\u6483\u304c\u6210\u529f\u3059\u308b\u306e\u3092\u963b\u6b62\u3059\u308b\u306e\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002\u5177\u4f53\u7684\u306b\u3001IUPG\u306b\u304a\u3044\u3066\u79c1\u305f\u3061\u306f\u3001\u5404\u30c7\u30fc\u30bf\u30dd\u30a4\u30f3\u30c8\u304c\u5358\u4e00\u306e\u30af\u30e9\u30b9\u306b\u3057\u304b\u5c5e\u3055\u306a\u3044\u3088\u3046\u306a\u3001\u76f8\u4e92\u306b\u6392\u4ed6\u7684\u306a\u30af\u30e9\u30b9\u3092\u7279\u5fb4\u3068\u3059\u308b\u5206\u985e\u554f\u984c\u306b\u53d6\u308a\u7d44\u3093\u3067\u3044\u307e\u3059\u3002\u3064\u307e\u308a\u3001\u5165\u529b\u30b5\u30f3\u30d7\u30eb\u3068\u5b66\u7fd2\u3055\u308c\u305f<\/em>\u30d7\u30ed\u30c8\u30bf\u30a4\u30d7\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u306e\u4e21\u65b9\u304c\u63a8\u8ad6\u3092\u884c\u3046\u3054\u3068\u306bIUPG\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306b\u3088\u3063\u3066\u51e6\u7406\u3055\u308c\u308b\u306e\u3067\u3059\u3002\u30d7\u30ed\u30c8\u30bf\u30a4\u30d7\u304c\u5b66\u7fd2\u3055\u308c\u308b\u3068\u3001\u30af\u30e9\u30b9\u306b\u95a2\u3059\u308b\u30d7\u30ed\u30c8\u30bf\u30a4\u30d7\u60c5\u5831\u304c\u30ab\u30d7\u30bb\u30eb\u5316\u3055\u308c\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u30d7\u30ed\u30c8\u30bf\u30a4\u30d7\u306f\u3001\u305d\u306e\u30af\u30e9\u30b9\u306e\u5168\u30e1\u30f3\u30d0\u30fc\u304c\u305d\u308c\u3092\u6392\u4ed6\u7684\u306a\u5171\u901a\u6027\u3068\u3057\u3066\u3082\u3064\u3088\u3046\u306a\u3001\u3042\u308b\u5358\u4e00\u30af\u30e9\u30b9\u306e\u30c7\u30fc\u30bf\u306b\u304a\u3051\u308b\u4ee3\u8868\u7684\u5165\u529b\u3068\u3057\u3066\u6a5f\u80fd\u3057\u307e\u3059\u3002\u30b5\u30f3\u30d7\u30eb\u3068\u30d7\u30ed\u30c8\u30bf\u30a4\u30d7\u306f\u3001\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306b\u3088\u308a\u3001\u7279\u5225\u306b\u5b66\u7fd2\u3055\u308c\u305f\u8ddd\u96e2\u30e1\u30c8\u30ea\u30c3\u30af\u3068\u30da\u30a2\u306b\u306a\u3063\u3066\u51fa\u529b\u30d9\u30af\u30c8\u30eb\u7a7a\u9593\u306b\u30de\u30c3\u30d4\u30f3\u30b0\u3055\u308c\u307e\u3059\u3002IUPG\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u304c\u3001\u30d7\u30ed\u30c8\u30bf\u30a4\u30d7\u3001\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u5909\u6570\u3001\u8ddd\u96e2\u30e1\u30c8\u30ea\u30c3\u30af\u3092\u5b66\u7fd2\u3057\u3001\u51fa\u529b\u30d9\u30af\u30c8\u30eb\u7a7a\u9593\u304c\u56f34\u306e\u3088\u3046\u306b\u3059\u3079\u3066\u306e\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u3092\u65b9\u5411\u4ed8\u3051\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n

\"IUPG\u306b\u3088\u308b\u7406\u60f3\u7684\u306a\u51fa\u529b\u30d9\u30af\u30c8\u30eb\u7a7a\u9593\u3092\u793a\u3059\u56f3\u3002\u5de6\u5074\u306b\u306f\u30d0\u30c3\u30af\u30b0\u30e9\u30a6\u30f3\u30c9\u306b\u30ce\u30a4\u30ba\u304c\u3042\u308a\u3001\u30af\u30e9\u30b91\u306e\u5171\u901a\u69cb\u9020\u3068\u30af\u30e9\u30b92\u306e\u5171\u901a\u69cb\u9020\u304c\u793a\u3055\u308c\u3066\u3044\u308b\u3002\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3092\u901a\u904e\u3059\u308b\u3068\u3001\u30af\u30e9\u30b91\u306e\u30d7\u30ed\u30c8\u30bf\u30a4\u30d7\u3068\u30c7\u30fc\u30bf\u3001\u30af\u30e9\u30b92\u306e\u30d7\u30ed\u30c8\u30bf\u30a4\u30d7\u3068\u30c7\u30fc\u30bf\u3068\u3044\u3046\u7d50\u679c\u306b\u306a\u308a\u307e\u3059\u3002
\u56f34 IUPG\u306b\u3088\u308b\u7406\u60f3\u7684\u306a\u51fa\u529b\u30d9\u30af\u30c8\u30eb\u7a7a\u9593\u306e\u8aac\u660e\u56f3<\/figcaption><\/figure>\n
\"IUPG\u306e\u640d\u5931\u95a2\u6570\u304c\u51fa\u529b\u30d9\u30af\u30c8\u30eb\u7a7a\u9593\u306b\u30de\u30c3\u30d4\u30f3\u30b0\u3055\u308c\u305f\u5165\u529b\u306b\u5bfe\u3057\u3066\u3069\u306e\u3088\u3046\u306b\u4f5c\u7528\u3059\u308b\u304b\u3092\u793a\u3057\u3066\u3044\u308b\u3002\u5de6\u306e\u56f3\u306f\u30bf\u30fc\u30b2\u30c3\u30c81\u306e\u30b5\u30f3\u30d7\u30eb\u3067\u3001\u8d64\u3044\u77e2\u5370\uff08\u65a5\u529b\u3092\u8868\u3059\uff09\u304c\u30bf\u30fc\u30b2\u30c3\u30c82\u3068\u30bf\u30fc\u30b2\u30c3\u30c83\u306e\u30d7\u30ed\u30c8\u30bf\u30a4\u30d7\u3068\u306e\u9593\u3092\u76f8\u4e92\u306b\u6307\u3057\u793a\u3057\u5408\u3063\u3066\u3044\u308b\u3002\u7dd1\u8272\u306e\u77e2\u5370\uff08\u5f15\u529b\u3092\u8868\u3059\uff09\u306f\u3001\u30bf\u30fc\u30b2\u30c3\u30c81\u306e\u30d7\u30ed\u30c8\u30bf\u30a4\u30d7\u3068\u306e\u9593\u3092\u76f8\u4e92\u306b\u6307\u3057\u3066\u3044\u308b\u3002\u6c34\u306e\u56f3\u306f\u30aa\u30d5\u30bf\u30fc\u30b2\u30c3\u30c8\u306e\u30b5\u30f3\u30d7\u30eb\u304c\u5bfe\u7167\u3068\u3057\u3066\u793a\u3055\u308c\u3066\u3044\u308b\u3002\u3053\u3053\u3067\u306f\u3001\u8d64\u3044\u77e2\u5370\u304c3\u3064\u306e\u30d7\u30ed\u30c8\u30bf\u30a4\u30d7\u3059\u3079\u3066\u306e\u9593\u3092\u76f8\u4e92\u306b\u6307\u3057\u793a\u3057\u3066\u3044\u308b\u3002
\u56f35 IUPG\u306e\u640d\u5931\u95a2\u6570\u304c\u51fa\u529b\u30d9\u30af\u30c8\u30eb\u7a7a\u9593\u306b\u30de\u30c3\u30d4\u30f3\u30b0\u3055\u308c\u305f\u5165\u529b\u306b\u5bfe\u3057\u3066\u3069\u306e\u3088\u3046\u306b\u4f5c\u7528\u3059\u308b\u304b\u3092\u793a\u3057\u305f\u3082\u306e<\/figcaption><\/figure>\n

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\u56f36 \u30bf\u30fc\u30b2\u30c3\u30c8\u30af\u30e9\u30b9\u3054\u3068\u306b\u8907\u6570\u306e\u30d7\u30ed\u30c8\u30bf\u30a4\u30d7\u3092\u6301\u3064\u51fa\u529b\u30d9\u30af\u30c8\u30eb\u7a7a\u9593\u5185\u3067\u306e\u65a5\u529b\u3068\u5f15\u529b\u3092\u56f3\u793a\u3057\u305f\u3082\u306e\u3002<\/figcaption><\/figure>\n

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\u691c\u8a3c\u7d50\u679c<\/h2>\n

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    \n
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  4. \u30ce\u30a4\u30ba\u3092\u5229\u7528\u3057\u305f\u3044\u304f\u3064\u304b\u306e\u653b\u6483\u306b\u5bfe\u3059\u308b\u8106\u5f31\u6027\u306e\u6e1b\u5c11\u3002<\/strong>\u3053\u308c\u3082\u5148\u3068\u540c\u69d8\u306b\u4e3b\u306b\u826f\u6027\u30af\u30e9\u30b9\u306e\u30e2\u30c7\u30ea\u30f3\u30b0\u3068\u3001\u305d\u306e\u6d3b\u6027\u5316\u306e\u4f4e\u6e1b\u306b\u3088\u308b\u3082\u306e\u3068\u8003\u3048\u3089\u308c\u307e\u3059\u3002\u826f\u6027\u30b3\u30f3\u30c6\u30f3\u30c4\u306e\u30a2\u30da\u30f3\u30c9\u653b\u6483\u306e\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u3067\u306f\u3001IUPG\u3067\u5b66\u7fd2\u3057\u305f\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306f\u3001CCE\u3067\u5b66\u7fd2\u3057\u305f\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3068\u6bd4\u3079\u3001\u6700\u5927\u30671<\/em>\u6841\u5206\u3001\u30de\u30eb\u30a6\u30a7\u30a2\u5224\u5b9a\u304c\u8986\u308a\u306b\u304f\u304f\u306a\u3063\u3066\u3044\u307e\u3057\u305f\u3002<\/li>\n<\/ol>\n

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    \"\u56f310
    \u56f310 \u6a5f\u68b0\u5b66\u7fd2\u306e\u5206\u985e\u6cd5\u3092\u6b3a\u304f\u305f\u3081\u306b\u3001\u7a7a\u767d\u3084\u30d1\u30c7\u30a3\u30f3\u30b0\u3092\u52a0\u3048\u305f\u30de\u30eb\u30a6\u30a7\u30a2\u306e\u30a4\u30f3\u30b8\u30a7\u30af\u30b7\u30e7\u30f3\u3002SHA256: e25953bd6701d196fc7f372476db2ce8b1c80a2714ca7fc075073609f0d0f919<\/figcaption><\/figure>\n

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    \"\u56f311
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    \u7d50\u8ad6<\/h2>\n

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    \u8ffd\u52a0\u8cc7\u6599<\/h2>\n

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