{"id":5241,"date":"2026-07-17T16:14:26","date_gmt":"2026-07-17T07:14:26","guid":{"rendered":"https:\/\/www.eng.niigata-u.ac.jp\/~msiplab\/?p=5241"},"modified":"2026-07-17T16:15:02","modified_gmt":"2026-07-17T07:15:02","slug":"international-conference-on-machine-learning-physics%ef%bc%88mlphys%ef%bc%892026-%e5%8f%82%e5%8a%a0%e5%a0%b1%e5%91%8a","status":"publish","type":"post","link":"https:\/\/www.eng.niigata-u.ac.jp\/~msiplab\/index.php\/archives\/5241","title":{"rendered":"International Conference on Machine Learning Physics\uff08MLPhys\uff092026 \u53c2\u52a0\u5831\u544a"},"content":{"rendered":"<p><a href=\"https:\/\/mlphys.scphys.kyoto-u.ac.jp\/ic_mlphys2026\/\">MLPhys 2026 \u2013 International Conference on Machine Learning Physics 2026<\/a>\u00a0\u304c\u30012026\u5e747\u670813\u65e5\u304b\u308915\u65e5\u307e\u3067\u3001\u6c96\u7e04\u770c\u90a3\u8987\u5e02\u306e<a href=\"https:\/\/maps.app.goo.gl\/VMxvm7SvA1MHJ3nR7\"> \u81ea\u6cbb\u4f1a\u9928\uff082\u968e<\/a>\u00a0\u306b\u304a\u3044\u3066\u958b\u50ac\u3055\u308c\u307e\u3057\u305f\u3002<\/p>\n<p>MLPhys\u306f\u3001\u7269\u7406\u5b66\u3068\u6a5f\u68b0\u5b66\u7fd2\u306e\u878d\u5408\u3092\u30c6\u30fc\u30de\u3068\u3057\u305f\u56fd\u969b\u4f1a\u8b70\u3067\u3042\u308a\u3001\u7269\u7406\u73fe\u8c61\u306e\u7406\u89e3\u3084\u79d1\u5b66\u7684\u767a\u898b\u3078\u306e\u6a5f\u68b0\u5b66\u7fd2\u306e\u5fdc\u7528\u3001\u304a\u3088\u3073\u7269\u7406\u5b66\u306e\u7406\u8ad6\u3084\u6570\u7406\u69cb\u9020\u3092\u6d3b\u7528\u3057\u305f\u65b0\u305f\u306a\u6a5f\u68b0\u5b66\u7fd2\u624b\u6cd5\u306e\u958b\u767a\u306b\u3064\u3044\u3066\u3001\u5e45\u5e83\u3044\u7814\u7a76\u6210\u679c\u304c\u767a\u8868\u30fb\u8b70\u8ad6\u3055\u308c\u308b\u56fd\u969b\u4f1a\u8b70\u3067\u3059\u3002\u7269\u7406\u5b66\u3001\u60c5\u5831\u79d1\u5b66\u3001\u5fdc\u7528\u6570\u5b66\u306a\u3069\u591a\u69d8\u306a\u5206\u91ce\u306e\u7814\u7a76\u8005\u304c\u96c6\u307e\u308a\u3001\u6d3b\u767a\u306a\u610f\u898b\u4ea4\u63db\u304c\u884c\u308f\u308c\u307e\u3057\u305f\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-5252 aligncenter\" src=\"https:\/\/www.eng.niigata-u.ac.jp\/~msiplab\/wordpress\/wp-content\/uploads\/2026\/07\/Image-8-225x300.jpg\" alt=\"\" width=\"150\" height=\"200\" srcset=\"https:\/\/www.eng.niigata-u.ac.jp\/~msiplab\/wordpress\/wp-content\/uploads\/2026\/07\/Image-8-225x300.jpg 225w, https:\/\/www.eng.niigata-u.ac.jp\/~msiplab\/wordpress\/wp-content\/uploads\/2026\/07\/Image-8.jpg 540w\" sizes=\"auto, (max-width: 150px) 100vw, 150px\" \/><\/p>\n<p class=\"isSelectedEnd\">\u672c\u7814\u7a76\u5ba4\u3067\u306f\u3001\u4ee5\u4e0b\u306e\u30dd\u30b9\u30bf\u30fc\u767a\u8868\u3092\u884c\u3044\u307e\u3057\u305f\u3002<\/p>\n<p class=\"isSelectedEnd\">\u767a\u8868\u65e5\uff1a2026\u5e747\u670813\u65e5\uff08\u6708\uff09<\/p>\n<ul data-spread=\"false\">\n<li>Phonepaserth Sisaykeo and Shogo Muramatsu, \u201cKoopman\u2013Chebyshev Spectrum Linking for Data-Driven PDE Identification,\u201d <em>MLPhys 2026 \u2013 International Conference on Machine Learning Physics 2026<\/em>, Okinawa, Japan, 2026.<br \/>\n<img loading=\"lazy\" decoding=\"async\" class=\"wp-image-5246 aligncenter\" src=\"https:\/\/www.eng.niigata-u.ac.jp\/~msiplab\/wordpress\/wp-content\/uploads\/2026\/07\/Image-1-225x300.jpg\" alt=\"\" width=\"191\" height=\"255\" srcset=\"https:\/\/www.eng.niigata-u.ac.jp\/~msiplab\/wordpress\/wp-content\/uploads\/2026\/07\/Image-1-225x300.jpg 225w, https:\/\/www.eng.niigata-u.ac.jp\/~msiplab\/wordpress\/wp-content\/uploads\/2026\/07\/Image-1.jpg 540w\" sizes=\"auto, (max-width: 191px) 100vw, 191px\" \/><\/li>\n<\/ul>\n<p class=\"isSelectedEnd\">\u672c\u7814\u7a76\u3067\u306f\u3001Chebyshev\u30b9\u30da\u30af\u30c8\u30eb\u8868\u73fe\u3092\u5171\u901a\u57fa\u76e4\u3068\u3057\u3066\u3001\u89b3\u6e2c\u30c7\u30fc\u30bf\u304b\u3089\u69cb\u7bc9\u3057\u305fKoopman\u4f5c\u7528\u7d20\u3068\u65b9\u7a0b\u5f0f\u304b\u3089\u5c0e\u304b\u308c\u308bKoopman\u4f5c\u7528\u7d20\u3092\u95a2\u9023\u4ed8\u3051\u308b\u3053\u3068\u306b\u3088\u308a\u3001\u652f\u914d\u504f\u5fae\u5206\u65b9\u7a0b\u5f0f\uff08PDE\uff09\u3092\u30c7\u30fc\u30bf\u99c6\u52d5\u7684\u306b\u540c\u5b9a\u3059\u308b\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u63d0\u6848\u3057\u307e\u3057\u305f\u3002\u30dd\u30b9\u30bf\u30fc\u767a\u8868\u3067\u306f\u3001Koopman\u2013Chebyshev Spectrum Linking\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306e\u57fa\u672c\u7684\u306a\u8003\u3048\u65b9\u3092\u7d39\u4ecb\u3059\u308b\u3068\u3068\u3082\u306b\u3001\u89b3\u6e2c\u30c7\u30fc\u30bf\u304b\u3089\u672a\u77e5\u306e\u529b\u5b66\u30b7\u30b9\u30c6\u30e0\u3092\u540c\u5b9a\u30fb\u89e3\u6790\u3059\u308b\u305f\u3081\u306e\u5fdc\u7528\u53ef\u80fd\u6027\u306b\u3064\u3044\u3066\u8aac\u660e\u3057\u307e\u3057\u305f\u3002<\/p>\n<p>\u4f1a\u8b70\u671f\u9593\u4e2d\u306f\u3001\u6a5f\u68b0\u5b66\u7fd2\u3068\u7269\u7406\u5b66\u306e\u878d\u5408\u5206\u91ce\u306b\u95a2\u3059\u308b\u62db\u5f85\u8b1b\u6f14\u3084\u30dd\u30b9\u30bf\u30fc\u767a\u8868\u306b\u53c2\u52a0\u3057\u3001\u6700\u65b0\u306e\u7814\u7a76\u6210\u679c\u306b\u89e6\u308c\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3057\u305f\u3002\u7279\u306b\u3001Physics-Informed Machine Learning\u3001\u79d1\u5b66\u7684\u767a\u898b\uff08Scientific Discovery\uff09\u3001\u9006\u554f\u984c\uff08Inverse Problems\uff09\u3001\u91cf\u5b50\u591a\u4f53\u7cfb\uff08Quantum Many-Body Systems\uff09\u3001\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u7406\u8ad6\u3001\u304a\u3088\u3073\u30c7\u30fc\u30bf\u99c6\u52d5\u578b\u7269\u7406\u30e2\u30c7\u30ea\u30f3\u30b0\u306a\u3069\u3001\u5e45\u5e83\u3044\u7814\u7a76\u5206\u91ce\u306b\u95a2\u3059\u308b\u8b1b\u6f14\u304b\u3089\u3001\u591a\u304f\u306e\u77e5\u898b\u3092\u5f97\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3057\u305f\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-5263 aligncenter\" src=\"https:\/\/www.eng.niigata-u.ac.jp\/~msiplab\/wordpress\/wp-content\/uploads\/2026\/07\/Image-from-iOS-300x225.jpg\" alt=\"\" width=\"226\" height=\"170\" srcset=\"https:\/\/www.eng.niigata-u.ac.jp\/~msiplab\/wordpress\/wp-content\/uploads\/2026\/07\/Image-from-iOS-300x225.jpg 300w, https:\/\/www.eng.niigata-u.ac.jp\/~msiplab\/wordpress\/wp-content\/uploads\/2026\/07\/Image-from-iOS.jpg 720w\" sizes=\"auto, (max-width: 226px) 100vw, 226px\" \/><\/p>\n<p class=\"isSelectedEnd\">\u307e\u305f\u3001\u30dd\u30b9\u30bf\u30fc\u767a\u8868\u3067\u306f\u3001\u3055\u307e\u3056\u307e\u306a\u7814\u7a76\u5206\u91ce\u306e\u7814\u7a76\u8005\u306e\u65b9\u3005\u3068\u6d3b\u767a\u306a\u8b70\u8ad6\u3092\u884c\u3046\u3053\u3068\u304c\u3067\u304d\u307e\u3057\u305f\u3002\u53c2\u52a0\u8005\u304b\u3089\u3044\u305f\u3060\u3044\u305f\u3054\u8cea\u554f\u3084\u3054\u610f\u898b\u3001\u3054\u63d0\u6848\u306f\u3001\u672c\u7814\u7a76\u3092\u65b0\u305f\u306a\u8996\u70b9\u304b\u3089\u898b\u76f4\u3059\u826f\u3044\u6a5f\u4f1a\u3068\u306a\u308a\u3001\u4eca\u5f8c\u306e\u7814\u7a76\u306e\u767a\u5c55\u306b\u3064\u306a\u304c\u308b\u591a\u304f\u306e\u793a\u5506\u3092\u5f97\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3057\u305f\u3002\u7279\u306b\u3001\u89b3\u6e2c\u30c7\u30fc\u30bf\u3001\u30b9\u30da\u30af\u30c8\u30eb\u8868\u73fe\u3001Koopman\u4f5c\u7528\u7d20\u3001\u304a\u3088\u3073\u652f\u914d\u504f\u5fae\u5206\u65b9\u7a0b\u5f0f\uff08PDE\uff09\u540c\u5b9a\u3068\u306e\u95a2\u4fc2\u306b\u3064\u3044\u3066\u3001\u3088\u308a\u5206\u304b\u308a\u3084\u3059\u304f\u8aac\u660e\u3059\u308b\u305f\u3081\u306e\u8cb4\u91cd\u306a\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u3092\u3044\u305f\u3060\u304d\u307e\u3057\u305f\u3002<\/p>\n<p>\u6700\u5f8c\u306b\u3001\u30dd\u30b9\u30bf\u30fc\u3092\u3054\u89a7\u3044\u305f\u3060\u304d\u3001\u8cb4\u91cd\u306a\u3054\u610f\u898b\u3084\u3054\u52a9\u8a00\u3092\u304f\u3060\u3055\u3063\u305f\u7686\u69d8\u306b\u5fc3\u3088\u308a\u611f\u8b1d\u7533\u3057\u4e0a\u3052\u307e\u3059\u3002MLPhys 2026\u3078\u306e\u53c2\u52a0\u306f\u3001\u672c\u7814\u7a76\u6210\u679c\u3092\u5e83\u304f\u767a\u4fe1\u3059\u308b\u3068\u3068\u3082\u306b\u3001\u6a5f\u68b0\u5b66\u7fd2\u3001\u8a08\u7b97\u7269\u7406\u5b66\u3001\u304a\u3088\u3073\u95a2\u9023\u5206\u91ce\u306e\u7814\u7a76\u8005\u3068\u306e\u4ea4\u6d41\u3092\u6df1\u3081\u3001\u5b66\u969b\u7684\u7814\u7a76\u306e\u6700\u65b0\u52d5\u5411\u3092\u5b66\u3076\u8cb4\u91cd\u306a\u6a5f\u4f1a\u3068\u306a\u308a\u307e\u3057\u305f\u3002\u79c1\u305f\u3061\u306f\u3001\u672c\u4f1a\u8b70\u3067\u5f97\u3089\u308c\u305f\u77e5\u898b\u3084\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u3092\u4eca\u5f8c\u306e\u7814\u7a76\u6d3b\u52d5\u306b\u6d3b\u304b\u3057\u3001\u3055\u3089\u306a\u308b\u7814\u7a76\u306e\u767a\u5c55\u306b\u3064\u306a\u3052\u3066\u3044\u304d\u305f\u3044\u3068\u8003\u3048\u3066\u3044\u307e\u3059\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-medium wp-image-5269\" src=\"https:\/\/www.eng.niigata-u.ac.jp\/~msiplab\/wordpress\/wp-content\/uploads\/2026\/07\/Image-from-iOS-1-169x300.jpg\" alt=\"\" width=\"169\" height=\"300\" srcset=\"https:\/\/www.eng.niigata-u.ac.jp\/~msiplab\/wordpress\/wp-content\/uploads\/2026\/07\/Image-from-iOS-1-169x300.jpg 169w, https:\/\/www.eng.niigata-u.ac.jp\/~msiplab\/wordpress\/wp-content\/uploads\/2026\/07\/Image-from-iOS-1.jpg 405w\" sizes=\"auto, (max-width: 169px) 100vw, 169px\" \/> <img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-medium wp-image-5270\" src=\"https:\/\/www.eng.niigata-u.ac.jp\/~msiplab\/wordpress\/wp-content\/uploads\/2026\/07\/Image-from-iOS-2-169x300.jpg\" alt=\"\" width=\"169\" height=\"300\" srcset=\"https:\/\/www.eng.niigata-u.ac.jp\/~msiplab\/wordpress\/wp-content\/uploads\/2026\/07\/Image-from-iOS-2-169x300.jpg 169w, https:\/\/www.eng.niigata-u.ac.jp\/~msiplab\/wordpress\/wp-content\/uploads\/2026\/07\/Image-from-iOS-2.jpg 405w\" sizes=\"auto, (max-width: 169px) 100vw, 169px\" \/> <img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-medium wp-image-5272\" src=\"https:\/\/www.eng.niigata-u.ac.jp\/~msiplab\/wordpress\/wp-content\/uploads\/2026\/07\/Image-from-iOS-4-169x300.jpg\" alt=\"\" width=\"169\" height=\"300\" srcset=\"https:\/\/www.eng.niigata-u.ac.jp\/~msiplab\/wordpress\/wp-content\/uploads\/2026\/07\/Image-from-iOS-4-169x300.jpg 169w, https:\/\/www.eng.niigata-u.ac.jp\/~msiplab\/wordpress\/wp-content\/uploads\/2026\/07\/Image-from-iOS-4.jpg 405w\" sizes=\"auto, (max-width: 169px) 100vw, 169px\" \/> <img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-5273\" src=\"https:\/\/www.eng.niigata-u.ac.jp\/~msiplab\/wordpress\/wp-content\/uploads\/2026\/07\/Image-from-iOS-5-225x300.jpg\" alt=\"\" width=\"169\" height=\"225\" srcset=\"https:\/\/www.eng.niigata-u.ac.jp\/~msiplab\/wordpress\/wp-content\/uploads\/2026\/07\/Image-from-iOS-5-225x300.jpg 225w, https:\/\/www.eng.niigata-u.ac.jp\/~msiplab\/wordpress\/wp-content\/uploads\/2026\/07\/Image-from-iOS-5.jpg 540w\" sizes=\"auto, (max-width: 169px) 100vw, 169px\" \/> <img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-5274\" src=\"https:\/\/www.eng.niigata-u.ac.jp\/~msiplab\/wordpress\/wp-content\/uploads\/2026\/07\/Image-from-iOS6-225x300.jpg\" alt=\"\" width=\"169\" height=\"225\" srcset=\"https:\/\/www.eng.niigata-u.ac.jp\/~msiplab\/wordpress\/wp-content\/uploads\/2026\/07\/Image-from-iOS6-225x300.jpg 225w, https:\/\/www.eng.niigata-u.ac.jp\/~msiplab\/wordpress\/wp-content\/uploads\/2026\/07\/Image-from-iOS6.jpg 540w\" sizes=\"auto, (max-width: 169px) 100vw, 169px\" \/>\u00a0<img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-5271\" src=\"https:\/\/www.eng.niigata-u.ac.jp\/~msiplab\/wordpress\/wp-content\/uploads\/2026\/07\/Image-from-iOS-3-225x300.jpg\" alt=\"\" width=\"169\" height=\"225\" srcset=\"https:\/\/www.eng.niigata-u.ac.jp\/~msiplab\/wordpress\/wp-content\/uploads\/2026\/07\/Image-from-iOS-3-225x300.jpg 225w, https:\/\/www.eng.niigata-u.ac.jp\/~msiplab\/wordpress\/wp-content\/uploads\/2026\/07\/Image-from-iOS-3.jpg 540w\" sizes=\"auto, (max-width: 169px) 100vw, 169px\" \/><\/p>","protected":false},"excerpt":{"rendered":"<p>MLPhys 2026 \u2013 International Conference on Machine Learning Physics 2026\u00a0\u304c\u30012026\u5e747\u670813\u65e5\u304b\u308915\u65e5\u307e\u3067\u3001\u6c96\u7e04\u770c\u90a3\u8987\u5e02\u306e \u81ea\u6cbb\u4f1a\u9928\uff082\u968e\u00a0\u306b\u304a &hellip; <\/p>\n<p class=\"link-more\"><a href=\"https:\/\/www.eng.niigata-u.ac.jp\/~msiplab\/index.php\/archives\/5241\" class=\"more-link\"><span class=\"screen-reader-text\">&#8220;International Conference on Machine Learning Physics\uff08MLPhys\uff092026 \u53c2\u52a0\u5831\u544a&#8221; \u306e<\/span>\u7d9a\u304d\u3092\u8aad\u3080<\/a><\/p>\n","protected":false},"author":43,"featured_media":5245,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[4],"tags":[167],"class_list":["post-5241","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-topics","tag-machine-learning-physics"],"_links":{"self":[{"href":"https:\/\/www.eng.niigata-u.ac.jp\/~msiplab\/index.php\/wp-json\/wp\/v2\/posts\/5241","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.eng.niigata-u.ac.jp\/~msiplab\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.eng.niigata-u.ac.jp\/~msiplab\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.eng.niigata-u.ac.jp\/~msiplab\/index.php\/wp-json\/wp\/v2\/users\/43"}],"replies":[{"embeddable":true,"href":"https:\/\/www.eng.niigata-u.ac.jp\/~msiplab\/index.php\/wp-json\/wp\/v2\/comments?post=5241"}],"version-history":[{"count":25,"href":"https:\/\/www.eng.niigata-u.ac.jp\/~msiplab\/index.php\/wp-json\/wp\/v2\/posts\/5241\/revisions"}],"predecessor-version":[{"id":5281,"href":"https:\/\/www.eng.niigata-u.ac.jp\/~msiplab\/index.php\/wp-json\/wp\/v2\/posts\/5241\/revisions\/5281"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.eng.niigata-u.ac.jp\/~msiplab\/index.php\/wp-json\/wp\/v2\/media\/5245"}],"wp:attachment":[{"href":"https:\/\/www.eng.niigata-u.ac.jp\/~msiplab\/index.php\/wp-json\/wp\/v2\/media?parent=5241"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.eng.niigata-u.ac.jp\/~msiplab\/index.php\/wp-json\/wp\/v2\/categories?post=5241"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.eng.niigata-u.ac.jp\/~msiplab\/index.php\/wp-json\/wp\/v2\/tags?post=5241"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}