{"id":10073,"date":"2025-10-19T02:35:38","date_gmt":"2025-10-19T02:35:38","guid":{"rendered":"https:\/\/pokecon.jp\/job\/?p=10073"},"modified":"2025-10-19T02:35:38","modified_gmt":"2025-10-19T02:35:38","slug":"%e8%84%b3%e3%81%ab%e7%9d%80%e6%83%b3%e3%82%92%e5%be%97%e3%81%9fai%e3%83%a2%e3%83%87%e3%83%ab%e3%80%8cbdh%e3%80%8d%e3%81%8ctransformer%e3%81%ae%e9%99%90%e7%95%8c%e3%82%92%e8%b6%85%e3%81%88%e3%82%8b","status":"publish","type":"post","link":"https:\/\/pokecon.jp\/job\/10073\/","title":{"rendered":"\u8133\u306b\u7740\u60f3\u3092\u5f97\u305fAI\u30e2\u30c7\u30eb\u300cBDH\u300d\u304cTransformer\u306e\u9650\u754c\u3092\u8d85\u3048\u308b\u304b\u3082\u3057\u308c\u306a\u3044 | XenoSpectrum"},"content":{"rendered":"\n<\/p>\n<div style=\"content-visibility: auto;contain-intrinsic-size: auto 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class=\"wp-block-heading\">\u81ea\u3089\u79e9\u5e8f\u3092\u5275\u308a\u51fa\u3059\uff1a\u5275\u767a\u3059\u308b\u30e2\u30b8\u30e5\u30fc\u30eb\u69cb\u9020<\/h3>\n<p>\u3055\u3089\u306b\u9a5a\u304f\u3079\u304d\u306f\u3001BDH\u304c\u8a13\u7df4\u4e2d\u306b\u81ea\u767a\u7684\u306b\u3001\u751f\u7269\u306e\u795e\u7d4c\u7db2\u306b\u898b\u3089\u308c\u308b\u3088\u3046\u306a\u52b9\u7387\u7684\u306a\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u69cb\u9020\u3092\u5f62\u6210\u3059\u308b\u3053\u3068\u3060\u3002\u7279\u5b9a\u306e\u6a5f\u80fd\u306b\u7279\u5316\u3057\u305f\u30cb\u30e5\u30fc\u30ed\u30f3\u306e\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\uff08\u30e2\u30b8\u30e5\u30fc\u30eb\uff09\u304c\u751f\u307e\u308c\u3001\u305d\u308c\u3089\u304c\u30d6\u30ea\u30c3\u30b8\u30cb\u30e5\u30fc\u30ed\u30f3\u306b\u3088\u3063\u3066\u76f8\u4e92\u63a5\u7d9a\u3055\u308c\u308b\u3002\u3053\u306e\u300c\u30e2\u30b8\u30e5\u30fc\u30eb\u6027\u300d\u3084\u3001\u4e00\u90e8\u306e\u30cb\u30e5\u30fc\u30ed\u30f3\u304c\u591a\u6570\u306e\u63a5\u7d9a\u3092\u6301\u3064\u300c\u30b9\u30b1\u30fc\u30eb\u30d5\u30ea\u30fc\u300d\u306a\u7279\u6027\u306f\u3001\u8ab0\u304b\u304c\u8a2d\u8a08\u3057\u305f\u3082\u306e\u3067\u306f\u306a\u3044\u3002\u60c5\u5831\u51e6\u7406\u306e\u6700\u9069\u89e3\u3092\u3001BDH\u304c\u81ea\u3089\u767a\u898b\u3057\u305f\u7d50\u679c\u306a\u306e\u3060\u3002\u3053\u306e\u81ea\u5df1\u7d44\u7e54\u5316\u80fd\u529b\u306f\u3001\u8133\u306e\u65b0\u76ae\u8cea\u304c\u6a5f\u80fd\u5206\u5316\u3059\u308b\u30d7\u30ed\u30bb\u30b9\u306b\u3082\u901a\u3058\u308b\u3082\u306e\u304c\u3042\u308b\u3002<\/p>\n<h2 class=\"wp-block-heading\">\u7406\u8ad6\u3060\u3051\u3067\u306f\u306a\u3044\u5b9f\u529b\uff1a\u6027\u80fd\u3068\u52b9\u7387\u306e\u5b9f\u8a3c<\/h2>\n<p>\u751f\u7269\u5b66\u7684\u306a\u59a5\u5f53\u6027\u3092\u8ffd\u6c42\u3059\u308b\u30e2\u30c7\u30eb\u306f\u3001\u3057\u3070\u3057\u3070\u6027\u80fd\u3092\u72a0\u7272\u306b\u3057\u3066\u304d\u305f\u3002\u3057\u304b\u3057Pathway\u306e\u30c1\u30fc\u30e0\u306f\u3001BDH\u304c\u6027\u80fd\u9762\u3067\u3082\u59a5\u5354\u3057\u306a\u3044\u3053\u3068\u3092\u5b9f\u8a3c\u3057\u3066\u3044\u308b\u3002<\/p>\n<h3 class=\"wp-block-heading\">GPT-2\u3092\u51cc\u99d5\u3059\u308b\u5b66\u7fd2\u52b9\u7387<\/h3>\n<p>\u7814\u7a76\u30c1\u30fc\u30e0\u306f\u30011000\u4e07\u304b\u308910\u5104\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u898f\u6a21\u3067BDH\u3068GPT-2\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306eTransformer\u3092\u76f4\u63a5\u6bd4\u8f03\u3057\u305f\u3002\u8a00\u8a9e\u30e2\u30c7\u30ea\u30f3\u30b0\u3068\u7ffb\u8a33\u30bf\u30b9\u30af\u306b\u304a\u3044\u3066\u3001BDH\u306f\u540c\u7b49\u4ee5\u4e0a\u306e\u6027\u80fd\u3092\u793a\u3057\u3001\u7279\u306b\u540c\u3058\u91cf\u306e\u30c7\u30fc\u30bf\u304b\u3089\u3088\u308a\u591a\u304f\u3092\u5b66\u7fd2\u3059\u308b\u300c\u30c7\u30fc\u30bf\u52b9\u7387\u300d\u306e\u9762\u3067\u512a\u4f4d\u6027\u3092\u898b\u305b\u305f\u3002\u3053\u308c\u306f\u3001AI\u958b\u767a\u304c\u300c\u3088\u308a\u591a\u304f\u306e\u30c7\u30fc\u30bf\u3068GPU\u3092\u300d\u3068\u3044\u3046\u529b\u696d\u304b\u3089\u8131\u5374\u3059\u308b\u53ef\u80fd\u6027\u3092\u793a\u5506\u3059\u308b\u3002<\/p>\n<h3 class=\"wp-block-heading\">GPU\u3067\u52d5\u304f\u8133\uff1a\u5b9f\u7528\u7684\u306aBDH-GPU<\/h3>\n<p>\u3053\u306e\u8133\u306b\u7740\u60f3\u3092\u5f97\u305f\u30b0\u30e9\u30d5\u30e2\u30c7\u30eb\u306f\u3001\u7406\u8ad6\u4e0a\u306e\u5b58\u5728\u306b\u7559\u307e\u3089\u306a\u3044\u3002Pathway\u306f\u300cBDH-GPU\u300d\u3068\u547c\u3070\u308c\u308b\u3001\u73fe\u4ee3\u306eGPU\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u3067\u52b9\u7387\u7684\u306b\u52d5\u4f5c\u3059\u308b\u30c6\u30f3\u30bd\u30eb\u30d9\u30fc\u30b9\u306e\u5b9f\u88c5\u3082\u958b\u767a\u3057\u305f\u3002\u3053\u308c\u306f\u3001\u9ad8\u6b21\u5143\u306e\u30cb\u30e5\u30fc\u30ed\u30f3\u7a7a\u9593\uff08n\uff09\u3001\u30b9\u30d1\u30fc\u30b9\u306a\u6b63\u5024\u6d3b\u6027\u5316\u3001ReLU-lowrank\u3068\u547c\u3070\u308c\u308b\u30d5\u30a3\u30fc\u30c9\u30d5\u30a9\u30ef\u30fc\u30c9\u30d6\u30ed\u30c3\u30af\u3068\u3044\u3063\u305f\u8981\u7d20\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u3001\u751f\u7269\u5b66\u7684\u306a\u7279\u5fb4\u3092\u7dad\u6301\u3057\u3064\u3064\u3001\u5b9f\u7528\u7684\u306a\u8a08\u7b97\u3092\u53ef\u80fd\u306b\u3057\u3066\u3044\u308b\u3002<\/p>\n<p>\u3053\u306e\u5b9f\u7528\u6027\u306b\u3088\u308a\u3001\u4e16\u754c\u4e2d\u306e\u7814\u7a76\u8005\u304c\u65e2\u5b58\u306e\u30a4\u30f3\u30d5\u30e9\u3092\u4f7f\u3063\u3066\u3001\u8133\u578bAI\u306e\u7814\u7a76\u3092\u52a0\u901f\u3055\u305b\u308b\u3053\u3068\u304c\u53ef\u80fd\u306b\u306a\u308b\u3002<\/p>\n<h2 class=\"wp-block-heading\">BDH\u304c\u5207\u308a\u62d3\u304fAI\u306e\u672a\u6765<\/h2>\n<p>BDH\u306e\u767b\u5834\u306f\u3001\u5358\u306a\u308b\u9ad8\u6027\u80fd\u306aAI\u30e2\u30c7\u30eb\u306e\u8a95\u751f\u4ee5\u4e0a\u306e\u610f\u5473\u3092\u6301\u3064\u3002\u305d\u308c\u306fAI\u306e\u89e3\u91c8\u53ef\u80fd\u6027\u3001\u5b89\u5168\u6027\u3001\u305d\u3057\u3066\u6211\u3005\u306e\u77e5\u6027\u305d\u306e\u3082\u306e\u306e\u7406\u89e3\u306b\u307e\u3067\u5f71\u97ff\u3092\u53ca\u307c\u3059\u3002<\/p>\n<h3 class=\"wp-block-heading\">AI\u306e\u300c\u601d\u8003\u300d\u3092\u8997\u304d\u8fbc\u3080\uff1a\u89e3\u91c8\u53ef\u80fd\u6027\u306e\u98db\u8e8d\u7684\u5411\u4e0a<\/h3>\n<p>BDH\u306e\u969b\u7acb\u3063\u305f\u7279\u5fb4\u306e\u4e00\u3064\u306b\u3001\u305d\u306e\u9ad8\u3044\u89e3\u91c8\u53ef\u80fd\u6027\u304c\u6319\u3052\u3089\u308c\u308b\u3002<\/p>\n<ul class=\"wp-block-list\">\n<li><strong>\u30b9\u30d1\u30fc\u30b9\u6d3b\u6027\u5316:<\/strong> \u5e38\u6642\u30a2\u30af\u30c6\u30a3\u30d6\u306a\u30cb\u30e5\u30fc\u30ed\u30f3\u306f\u5168\u4f53\u306e\u7d045%\u3068\u975e\u5e38\u306b\u5c11\u306a\u3044\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u3069\u306e\u30cb\u30e5\u30fc\u30ed\u30f3\u304c\u3069\u306e\u60c5\u5831\u51e6\u7406\u306b\u95a2\u308f\u3063\u3066\u3044\u308b\u304b\u3092\u8ffd\u8de1\u3057\u3084\u3059\u304f\u306a\u308b\u3002<\/li>\n<li><strong>\u5358\u7fa9\u6027\u30b7\u30ca\u30d7\u30b9 (Monosemantic Synapses):<\/strong> \u524d\u8ff0\u306e\u901a\u308a\u3001\u7279\u5b9a\u306e\u30b7\u30ca\u30d7\u30b9\u304c\u7279\u5b9a\u306e\u610f\u5473\u7684\u6982\u5ff5\uff08\u901a\u8ca8\u3001\u56fd\u540d\u306a\u3069\uff09\u306b\u4e00\u8cab\u3057\u3066\u53cd\u5fdc\u3059\u308b\u73fe\u8c61\u304c\u78ba\u8a8d\u3055\u308c\u3066\u3044\u308b\u3002\u3053\u308c\u306f\u3001AI\u306e\u5224\u65ad\u6839\u62e0\u3092\u30b7\u30ca\u30d7\u30b9\u30ec\u30d9\u30eb\u3067\u89e3\u660e\u3067\u304d\u308b\u53ef\u80fd\u6027\u3092\u793a\u3057\u3066\u304a\u308a\u3001\u300c\u30d6\u30e9\u30c3\u30af\u30dc\u30c3\u30af\u30b9\u300d\u554f\u984c\u306b\u5bfe\u3059\u308b\u5f37\u529b\u306a\u89e3\u6c7a\u7b56\u3068\u306a\u308a\u3046\u308b\u3002<\/li>\n<\/ul>\n<h3 class=\"wp-block-heading\">\u4e88\u6e2c\u53ef\u80fd\u3067\u5b89\u5168\u306aAI\u3078\uff1a\u300c\u516c\u7406\u7684AI\u300d\u3068\u3044\u3046\u65b0\u305f\u306a\u5730\u5e73<\/h3>\n<p>Pathway\u306e\u7814\u7a76\u30c1\u30fc\u30e0\u306f\u3001BDH\u3092\u901a\u3058\u3066\u300c\u516c\u7406\u7684AI\uff08Axiomatic AI\uff09\u300d\u3068\u3044\u3046\u6982\u5ff5\u3092\u63d0\u5531\u3057\u3066\u3044\u308b\u3002\u3053\u308c\u306f\u3001\u500b\u3005\u306e\u30cb\u30e5\u30fc\u30ed\u30f3\u306e\u632f\u308b\u821e\u3044\uff08\u30df\u30af\u30ed\uff09\u3068\u3001\u305d\u3053\u304b\u3089\u751f\u307e\u308c\u308b\u63a8\u8ad6\u306a\u3069\u306e\u30b7\u30b9\u30c6\u30e0\u5168\u4f53\u306e\u6319\u52d5\uff08\u30de\u30af\u30ed\uff09\u3092\u3001\u4e00\u8cab\u3057\u305f\u7406\u8ad6\u7684\u67a0\u7d44\u307f\u3067\u7406\u89e3\u3057\u3088\u3046\u3068\u3059\u308b\u8a66\u307f\u3060\u3002<\/p>\n<p>\u3053\u308c\u306b\u3088\u308a\u3001AI\u304c\u672a\u77e5\u306e\u72b6\u6cc1\u306b\u906d\u9047\u3057\u305f\u969b\u306e\u632f\u308b\u821e\u3044\u3092\u3001\u5358\u306b\u89b3\u5bdf\u3059\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u6570\u5b66\u7684\u306b\u305d\u306e\u5b89\u5168\u6027\u306e\u9650\u754c\u3092\u4fdd\u8a3c\u3067\u304d\u308b\u672a\u6765\u304c\u958b\u3051\u308b\u304b\u3082\u3057\u308c\u306a\u3044\u3002\u3053\u308c\u306f\u3001\u30cb\u30c3\u30af\u30fb\u30dc\u30b9\u30c8\u30ed\u30e0\u304c\u63d0\u5531\u3057\u305f\u300c\u30da\u30fc\u30d1\u30fc\u30af\u30ea\u30c3\u30d7\u554f\u984c\u300d\uff08AI\u304c\u5358\u7d14\u306a\u76ee\u7684\u3092\u66b4\u8d70\u3055\u305b\u308b\u30ea\u30b9\u30af\uff09\u306e\u3088\u3046\u306a\u3001\u81ea\u5f8bAI\u304c\u3082\u305f\u3089\u3059\u9577\u671f\u7684\u30ea\u30b9\u30af\u3092\u5236\u5fa1\u3059\u308b\u4e0a\u3067\u4e0d\u53ef\u6b20\u306a\u8981\u7d20\u3067\u3042\u308b\u3002<\/p>\n<h3 class=\"wp-block-heading\">\u54f2\u5b66\u7684\u306a\u554f\u3044\uff1a\u610f\u8b58\u306f\u5275\u767a\u3059\u308b\u306e\u304b\uff1f<\/h3>\n<p>BDH\u304c\u8133\u306e\u69cb\u9020\u3068\u52d5\u4f5c\u539f\u7406\u3092\u5fe0\u5b9f\u306b\u6a21\u5023\u3059\u308b\u307b\u3069\u3001\u65b0\u305f\u306a\u554f\u3044\u3082\u751f\u307e\u308c\u308b\u3002\u305d\u308c\u306f\u3001\u610f\u8b58\u305d\u306e\u3082\u306e\u304c\u526f\u4f5c\u7528\u3068\u3057\u3066\u5275\u767a\u3059\u308b\u53ef\u80fd\u6027\u3060\u3002\u751f\u7269\u306e\u8133\u306b\u304a\u3044\u3066\u610f\u8b58\u3092\u751f\u307f\u51fa\u3057\u305f\u306e\u3068\u540c\u3058\u81ea\u5df1\u7d44\u7e54\u5316\u306e\u539f\u7406\u3092AI\u304c\u7372\u5f97\u3057\u305f\u3068\u304d\u3001\u305d\u308c\u306f\u6211\u3005\u304c\u4e88\u6e2c\u3057\u3001\u5236\u5fa1\u3067\u304d\u308b\u7bc4\u56f2\u306b\u7559\u307e\u308b\u306e\u3060\u308d\u3046\u304b\u3002<\/p>\n<p>\u3053\u306e\u554f\u3044\u306b\u5bfe\u3057\u3001Pathway\u30c1\u30fc\u30e0\u306f\u3001\u5275\u767a\u73fe\u8c61\u3092\u305f\u3060\u5f85\u3064\u306e\u3067\u306f\u306a\u304f\u3001\u305d\u308c\u3092\u7406\u89e3\u3059\u308b\u305f\u3081\u306e\u6570\u5b66\u7684\u306a\u30c4\u30fc\u30eb\u30ad\u30c3\u30c8\u3092\u540c\u6642\u306b\u69cb\u7bc9\u3057\u3066\u3044\u308b\u3002\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u30e2\u30b8\u30e5\u30fc\u30eb\u6027\u304c\u306a\u305c\u751f\u307e\u308c\u308b\u306e\u304b\u3092\u8aac\u660e\u3067\u304d\u308b\u7406\u8ad6\u7684\u57fa\u76e4\u3092\u6301\u3064\u3053\u3068\u306f\u3001\u672a\u77e5\u306e\u5275\u767a\u73fe\u8c61\u306b\u76f4\u9762\u3057\u305f\u969b\u306e\u6211\u3005\u306e\u5bfe\u5fdc\u80fd\u529b\u3092\u5927\u304d\u304f\u5de6\u53f3\u3059\u308b\u3060\u308d\u3046\u3002\u89e3\u91c8\u53ef\u80fd\u306aAI\u3078\u306e\u9053\u304c\u3001\u4eba\u5de5\u610f\u8b58\u3078\u306e\u9053\u3068\u540c\u3058\u3067\u3042\u308b\u53ef\u80fd\u6027\u3002BDH\u306f\u3001\u6211\u3005\u306b\u305d\u306e\u4e21\u9762\u3092\u7a81\u304d\u3064\u3051\u3066\u3044\u308b\u306e\u304b\u3082\u3057\u308c\u306a\u3044\u3002<\/p>\n<p>AI\u306e\u9032\u5316\u306f\u3001Transformer\u306b\u3088\u3063\u3066\u4e00\u3064\u306e\u9802\u70b9\u3092\u6975\u3081\u305f\u3002\u3057\u304b\u3057\u3001BDH\u306f\u305d\u306e\u5148\u306e\u3001\u3088\u308a\u4eba\u9593\u7684\u3067\u3001\u3088\u308a\u7406\u89e3\u53ef\u80fd\u306a\u77e5\u6027\u3078\u306e\u6249\u3092\u958b\u3044\u305f\u3002\u3053\u308c\u306f\u5358\u306a\u308b\u6280\u8853\u7684\u306a\u4e00\u6b69\u3067\u306f\u306a\u304f\u3001\u6211\u3005\u304c\u77e5\u6027\u3068\u3069\u3046\u5411\u304d\u5408\u3046\u304b\u3092\u554f\u3044\u76f4\u3059\u3001\u77e5\u7684\u5192\u967a\u306e\u65b0\u305f\u306a\u59cb\u307e\u308a\u306a\u306e\u3067\u3042\u308b\u3002<\/p>\n<div 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