{"id":80640,"date":"2025-04-15T11:00:05","date_gmt":"2025-04-15T02:00:05","guid":{"rendered":"https:\/\/www.waseda.jp\/inst\/research\/?p=80640"},"modified":"2025-04-15T17:33:48","modified_gmt":"2025-04-15T08:33:48","slug":"%e5%8a%9b%e5%ad%a6%e7%b3%bb%e3%81%ae%e5%86%85%e9%83%a8%e6%a7%8b%e9%80%a0%e3%82%92%e8%a7%a3%e6%9e%90%e3%81%99%e3%82%8b%e6%b7%b1%e5%b1%a4%e5%ad%a6%e7%bf%92%e3%82%92%e9%96%8b%e7%99%ba","status":"publish","type":"post","link":"https:\/\/www.waseda.jp\/inst\/research\/news\/80640","title":{"rendered":"\u529b\u5b66\u7cfb\u306e\u5185\u90e8\u69cb\u9020\u3092\u89e3\u6790\u3059\u308b\u6df1\u5c64\u5b66\u7fd2\u3092\u958b\u767a"},"content":{"rendered":"<h2 style=\"text-align: center;\"><strong>\u529b\u5b66\u7cfb\u306e\u5185\u90e8\u69cb\u9020\u3092\u89e3\u6790\u3059\u308b\u6df1\u5c64\u5b66\u7fd2\u3092\u958b\u767a<br 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Conference on Learning Representations\u306b\u3066\u767a\u8868\u3055\u308c\u308b\u4e88\u5b9a\u3067\u3059\u3002<\/p>\n<div id=\"attachment_80641\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" class=\" wp-image-80641\" src=\"https:\/\/www.waseda.jp\/inst\/research\/assets\/uploads\/2025\/04\/KV_yoshim.png\" alt=\"\" width=\"519\" height=\"293\" \/><p class=\"wp-caption-text\">\u6df1\u5c64\u5b66\u7fd2\u3092\u7528\u3044\u305f\u30b7\u30b9\u30c6\u30e0\u306e\u30e2\u30c7\u30eb\u5316\u306b\u304a\u3044\u3066\u3001\u3053\u308c\u307e\u3067\u500b\u5225\u306b\u7814\u7a76\u3055\u308c\u3066\u304d\u305f\u5197\u9577\u6027\u3084\u6469\u64e6\u30fb\u5916\u529b\u306a\u3069\u306e\u69d8\u3005\u306a\u8981\u7d20\u3092\u7d71\u4e00\u7684\u306b\u6271\u3048\u308b\u307b\u304b\u3001\u96fb\u6c17\u56de\u8def\u3084\u6cb9\u5727\u7cfb\u3001\u305d\u308c\u3089\u306e\u7d44\u307f\u5408\u308f\u305b\u3078\u3068\u62e1\u5f35\u3002<\/p><\/div>\n<h3><strong>\u80cc\u666f<\/strong><\/h3>\n<p>\u591a\u304f\u306e\u7269\u7406\u73fe\u8c61\u3084\u30ed\u30dc\u30c3\u30c8\u3001\u96fb\u6c17\u56de\u8def\u3001\u5316\u5b66\u53cd\u5fdc\u306a\u3069\u306f\u3059\u3079\u3066\u4e00\u7a2e\u306e\u529b\u5b66\u7cfb\u3068\u307f\u306a\u3059\u3053\u3068\u304c\u3067\u304d\u3001\u672a\u77e5\u306e\u529b\u5b66\u7cfb\u3092\u30c7\u30fc\u30bf\u304b\u3089\u30e2\u30c7\u30eb\u5316\u3057\u3001\u4e88\u6e2c\u3084\u5236\u5fa1\u306b\u5f79\u7acb\u3066\u308b\u305f\u3081\u306b\u3001\u6df1\u5c64\u5b66\u7fd2\uff08\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\uff09\u304c\u7528\u3044\u3089\u308c\u3066\u304d\u307e\u3057\u305f\u3002\u7279\u306b\u8fd1\u5e74\u3001\u5e38\u5fae\u5206\u65b9\u7a0b\u5f0f<sup>*5<\/sup>\u3067\u8a18\u8ff0\u3067\u304d\u308b\u3088\u3046\u306a\u529b\u5b66\u7cfb\u306b\u5bfe\u3057\u3001\u89e3\u6790\u529b\u5b66\u306e\u77e5\u898b\u3092\u7528\u3044\u308b\u3053\u3068\u3067\u3001\u30a8\u30cd\u30eb\u30ae\u30fc\u4fdd\u5b58\u5247\u306a\u3069\u306e\u7269\u7406\u6cd5\u5247\u3092\u9075\u5b88\u3067\u304d\u308b\u624b\u6cd5\u304c\u958b\u767a\u3055\u308c\u3001\u9ad8\u7cbe\u5ea6\u306b\u6319\u52d5\u3092\u30e2\u30c7\u30eb\u5316\u3057\u3001\u672a\u6765\u306e\u5909\u5316\u3092\u4e88\u6e2c\u3059\u308b\u3053\u3068\u306b\u6210\u529f\u3057\u3066\u3044\u307e\u3057\u305f\u3002\u3057\u304b\u3057\u3001\u65e2\u5b58\u306e\u624b\u6cd5\u306f\u4e3b\u306b\u8cea\u70b9\u3070\u306d\u3067\u8868\u73fe\u3067\u304d\u308b\u3088\u3046\u306a\u6a5f\u68b0\u7cfb\u306e\u904b\u52d5\u306b\u7279\u5316\u3057\u3066\u304a\u308a\u3001\u96fb\u6c17\u56de\u8def\u3084\u6cb9\u5727\u7cfb\u3068\u3044\u3063\u305f\u4ed6\u306e\u7269\u7406\u30c9\u30e1\u30a4\u30f3\u3078\u62e1\u5f35\u3059\u308b\u3053\u3068\u304c\u56f0\u96e3\u3067\u3057\u305f\u3002\u307e\u305f\u5bfe\u8c61\u3092\u4e00\u4f53\u7684\u306a\u529b\u5b66\u7cfb\u3068\u3057\u3066\u6271\u3046\u305f\u3081\u3001\u8907\u6570\u306e\u8981\u7d20\u304c\u7d50\u5408\u3057\u305f\u5927\u304d\u306a\u529b\u5b66\u7cfb\u306e\u5b66\u7fd2\u304c\u96e3\u3057\u304f\u3001\u5b66\u7fd2\u304c\u3067\u304d\u3066\u3082\u529b\u5b66\u7cfb\u306e\u5185\u90e8\u69cb\u9020\u306b\u5bfe\u3059\u308b\u7406\u89e3\u3084\u89e3\u91c8\u3092\u4e0e\u3048\u306a\u3044\u3068\u3044\u3046\u554f\u984c\u304c\u3042\u308a\u307e\u3057\u305f\u3002<\/p>\n<h3><strong>\u7814\u7a76\u624b\u6cd5<\/strong><\/h3>\n<p>\u672c\u7814\u7a76\u3067\u306f\u3001\u6df1\u5c64\u5b66\u7fd2\u306b\u30dd\u30a2\u30bd\u30f3\uff1d\u30c7\u30a3\u30e9\u30c3\u30af\u5f62\u5f0f\u3068\u3044\u3046\u529b\u5b66\u7cfb\u306e\u8a18\u8ff0\u65b9\u6cd5\u3092\u5c0e\u5165\u3057\u307e\u3057\u305f\uff08\u56f3\uff11\uff09\u3002\u3053\u308c\u306f\u5c0f\u3055\u306a\u529b\u5b66\u7cfb\u304c\u8907\u6570\u7d50\u5408\u3057\u305f\u529b\u5b66\u7cfb\u3067\u3042\u308b\u9023\u6210\u7cfb\u306b\u3064\u3044\u3066\u3001\u305d\u308c\u305e\u308c\u306e\u8981\u7d20\u306b\u5206\u89e3\u3057\u3001\u30a8\u30cd\u30eb\u30ae\u30fc\u306e\u6d41\u5165\u51fa\u3068\u3057\u3066\u8981\u7d20\u9593\u306e\u7d50\u5408\u3092\u8868\u73fe\u3059\u308b\u3053\u3068\u3067\u3001\u9023\u6210\u7cfb\u5168\u4f53\u3092\u8a18\u8ff0\u3059\u308b\u65b9\u6cd5\u3067\u3059\u3002\u3053\u308c\u3092\u7528\u3044\u3066\u3001\u9023\u6210\u7cfb\u3092\u69cb\u6210\u3059\u308b\u5404\u8981\u7d20\uff08\u3070\u306d\u30fb\u8cea\u91cf\u30fb\u30c0\u30f3\u30d1\u30fb\u30ad\u30e3\u30d1\u30b7\u30bf\u30fb\u30a4\u30f3\u30c0\u30af\u30bf\u30fb\u62b5\u6297\u30fb\u6cb9\u5727\u30bf\u30f3\u30af\u306a\u3069\uff09\u3068\u7d50\u5408\u30d1\u30bf\u30fc\u30f3\u306b\u5206\u89e3\u3057\u3001\u305d\u308c\u305e\u308c\u3092\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3084\u884c\u5217\u3068\u3057\u3066\u5b66\u7fd2\u3067\u304d\u308b\u624b\u6cd5PoDiNNs\u3092\u958b\u767a\u3057\u307e\u3057\u305f\u3002<\/p>\n<h3><strong>\u7814\u7a76\u6210\u679c<\/strong><\/h3>\n<p>PoDiNNs\u3092\u69d8\u3005\u306a\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u30c7\u30fc\u30bf\u306b\u9069\u7528\u3057\u3001\u9023\u6210\u7cfb\u3092\u69cb\u6210\u3059\u308b\u5404\u8981\u7d20\u306e\u5165\u51fa\u529b\u7279\u6027\u3068\u3001\u7d50\u5408\u30d1\u30bf\u30fc\u30f3\u3092\u500b\u5225\u306b\u540c\u5b9a\u3059\u308b\u3053\u3068\u3067\u3001\u529b\u5b66\u7cfb\u306e\u5185\u90e8\u69cb\u9020\u3092\u30c7\u30fc\u30bf\u304b\u3089\u660e\u3089\u304b\u306b\u3067\u304d\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3057\u307e\u3057\u305f\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u5f93\u6765\u306e\u624b\u6cd5\u3088\u308a\u3082\u9ad8\u3044\u7cbe\u5ea6\u3067\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\u3055\u304d\u304c\u3051\uff08JPMJPR24TB\u3001JPMJPR21C7\uff09\u3001JST CREST\uff08JPMJCR1914\u3001JPMJCR24Q5\uff09\u3001JST ASPIRE\uff08JPMJAP2329\uff09\u3001JST \u30e0\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8\u578b\u7814\u7a76\u958b\u767a\u4e8b\u696d\uff08JPMJMS2033-14\uff09\u306e\u53d7\u8a17\u3068JSPS \u79d1\u7814\u8cbb\uff08JP24K15105\uff09\u306e\u52a9\u6210\u3092\u53d7\u3051\u305f\u3082\u306e\u3067\u3059\u3002<\/p>\n<h3><strong>\u7528\u8a9e\u89e3\u8aac<\/strong><\/h3>\n<p>\uff0a1 \u529b\u5b66\u7cfb\uff08dynamical system\uff09 \u2026 \u5165\u529b\u3084\u51fa\u529b\u3092\u6301\u3061\u3001\u5185\u90e8\u306e\u72b6\u614b\u304c\u6642\u9593\u7684\u306b\u5909\u5316\u3059\u308b\u3088\u3046\u306a\u3082\u306e\u3002\u69d8\u3005\u306a\u7269\u7406\u73fe\u8c61\u3001\u793e\u4f1a\u73fe\u8c61\u3001\u751f\u7269\u306e\u4ee3\u8b1d\u3001\u30ed\u30dc\u30c3\u30c8\u306e\u6319\u52d5\u306a\u3069\u304c\u529b\u5b66\u7cfb\u3068\u3057\u3066\u89e3\u91c8\u3067\u304d\u308b\u3002<\/p>\n<p>\uff0a2 \u6df1\u5c64\u5b66\u7fd2\uff08deep learning\uff09 \u2026 \u6bd4\u8f03\u7684\u5358\u7d14\u306a\u6f14\u7b97\u3092\u7e70\u308a\u8fd4\u3059\u3053\u3068\u3067\u8907\u96d1\u306a\u95a2\u6570\u3092\u8fd1\u4f3c\u3059\u308b\u6a5f\u68b0\u5b66\u7fd2\u306e\u30d1\u30e9\u30c0\u30a4\u30e0\u3002\u500b\u5225\u306e\u30e2\u30c7\u30eb\u306f\u6b74\u53f2\u7684\u306a\u7d4c\u7def\u304b\u3089\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3068\u547c\u3070\u308c\u308b\u304c\u3001\u751f\u7269\u306e\u795e\u7d4c\u7d30\u80de\uff08\u30cb\u30e5\u30fc\u30ed\u30f3\uff09\u3068\u76f4\u63a5\u7684\u306a\u95a2\u4fc2\u306f\u306a\u3044\u3002<\/p>\n<p>\uff0a3 \u30c7\u30a3\u30e9\u30c3\u30af\u69cb\u9020\uff08Dirac structure\uff09 \u2026 \u529b\u5b66\u7cfb\u306e\u62d8\u675f\u3092\u8a18\u8ff0\u3059\u308b\u305f\u3081\u306e\u6570\u5b66\u7684\u67a0\u7d44\u307f\u3067\u3042\u308a\u3001\u672c\u7814\u7a76\u3067\u306f\u7279\u306b\u30b5\u30d6\u30b7\u30b9\u30c6\u30e0\u540c\u58eb\u306e\u7d50\u5408\u3092\u30a8\u30cd\u30eb\u30ae\u30fc\u306e\u6d41\u5165\u51fa\u3068\u3057\u3066\u8a18\u8ff0\u3059\u308b\u305f\u3081\u306b\u7528\u3044\u3066\u3044\u308b\u3002<\/p>\n<p>\uff0a4 \u30de\u30eb\u30c1\u30d5\u30a3\u30b8\u30c3\u30af\u30b9\uff08multiphysics\uff09 \u2026 \u6a5f\u68b0\u30fb\u96fb\u6c17\u30fb\u6d41\u4f53\u30fb\u71b1\u306a\u3069\u3001\u7570\u306a\u308b\u7269\u7406\u9818\u57df\u304c\u76f8\u4e92\u306b\u7d50\u5408\u3057\u305f\u529b\u5b66\u7cfb\u306e\u3053\u3068\u3002\u307e\u305f\u305d\u306e\u8a08\u7b97\u6a5f\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u3002<\/p>\n<p>\uff0a5 \u5e38\u5fae\u5206\u65b9\u7a0b\u5f0f\uff08ordinary differential equation\uff09 \u2026 \u4f4d\u7f6e\u3084\u901f\u5ea6\u3068\u3044\u3063\u305f\u70b9\u3067\u8868\u73fe\u3067\u304d\u308b\u72b6\u614b\u306e\u6642\u9593\u5909\u5316\u3067\u529b\u5b66\u7cfb\u3092\u8a18\u8ff0\u3059\u308b\u65b9\u6cd5\u3002\u6d41\u4f53\u306e\u3088\u3046\u306b\u3001\u70b9\u3067\u306f\u306a\u304f\u7a7a\u9593\u7684\u306a\u5e83\u304c\u308a\u3092\u6301\u3063\u305f\u72b6\u614b\u306e\u7a7a\u9593\u7684\u5909\u5316\u3092\u6271\u3046\u3068\u3001\u504f\u5fae\u5206\u65b9\u7a0b\u5f0f\u3068\u306a\u308b\u3002<\/p>\n<h3><strong>\u8ad6\u6587\u60c5\u5831<\/strong><\/h3>\n<p>\u8ad6\u6587\u540d\u3000Poisson-Dirac Neural Networks for Modeling Coupled Dynamical Systems across Domains\uff08\u30c9\u30e1\u30a4\u30f3\u3092\u307e\u305f\u3044\u3060\u9023\u6210\u7cfb\u3092\u30e2\u30c7\u30eb\u304b\u3059\u308b\u305f\u3081\u306e\u30dd\u30a2\u30bd\u30f3\uff1d\u30c7\u30a3\u30e9\u30c3\u30af\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\uff09<br \/>\n\u8457\u8005\u540d\u3000\u30b3\u30b9\u30ed\u30fc\u30d3\u30a2\u30f3 \u30e9\u30ba\u30df\u30c3\u30af\u30a2\u30eb\u30de\u30f3<sup>1<\/sup>\u3001\u8c37\u53e3\u9686\u6674<sup>2<\/sup>\u3001\u5409\u6751\u6d69\u660e<sup>3<\/sup>\u3001\u677e\u539f\u3000\u5d07<sup>4<\/sup>\uff08<sup>1<\/sup>\u5927\u962a\u5927\u5b66\u5927\u5b66\u9662\u57fa\u790e\u5de5\u5b66\u7814\u7a76\u79d1\u3001<sup>2<\/sup>\u795e\u6238\u5927\u5b66\u5927\u5b66\u9662\u7406\u5b66\u7814\u7a76\u79d1\u3001<sup>3<\/sup>\u65e9\u7a32\u7530\u5927\u5b66\u7406\u5de5\u5b66\u8853\u9662\u3001<sup>4<\/sup>\u5317\u6d77\u9053\u5927\u5b66\u5927\u5b66\u9662\u60c5\u5831\u79d1\u5b66\u7814\u7a76\u9662\uff09<br \/>\n\u5b66\u4f1a\u540d\u3000The Thirteenth International Conference on Learning Representations\uff08ICLR2025\u30fb\u4eba\u5de5\u77e5\u80fd\u3068\u6a5f\u68b0\u5b66\u7fd2\u306e\u56fd\u969b\u4f1a\u8b70\uff09<br 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