{"id":3030,"date":"2025-04-24T17:50:02","date_gmt":"2025-04-24T09:50:02","guid":{"rendered":"https:\/\/www.15zhi.net\/blog\/?p=3030"},"modified":"2025-04-24T17:50:02","modified_gmt":"2025-04-24T09:50:02","slug":"202504-%e8%ae%ba%e6%96%87%e7%a0%94%e8%af%bb-position-topological-deep-learning-is-the-new-frontier-for-relational-learning","status":"publish","type":"post","link":"https:\/\/www.15zhi.net\/blog\/202504-%e8%ae%ba%e6%96%87%e7%a0%94%e8%af%bb-position-topological-deep-learning-is-the-new-frontier-for-relational-learning\/","title":{"rendered":"202504 \u8bba\u6587\u7814\u8bfb&#8211;Position Topological Deep Learning is the New Frontier for Relational Learning"},"content":{"rendered":"\n<p>\u4f5c\u8005\uff1a<em><em>Papamarkou, Theodore, Tolga Birdal, Michael Bronstein, Gunnar Carlsson, Justin Curry, Yue Gao, Mustafa Hajij et al.<\/em><\/em><\/p>\n\n\n\n<p>\u671f\u520a\uff1a<em><em>ICML<\/em><\/em><\/p>\n\n\n\n<p>\u65f6\u95f4\uff1a<em>202<\/em>4<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"821\" height=\"472\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/image-98.png\" alt=\"\" class=\"wp-image-3031\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/image-98.png 821w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/image-98-300x172.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/image-98-768x442.png 768w\" sizes=\"auto, (max-width: 821px) 100vw, 821px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"807\" height=\"447\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/image-99.png\" alt=\"\" class=\"wp-image-3032\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/image-99.png 807w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/image-99-300x166.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/image-99-768x425.png 768w\" sizes=\"auto, (max-width: 807px) 100vw, 807px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"823\" height=\"452\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/image-100.png\" alt=\"\" class=\"wp-image-3033\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/image-100.png 823w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/image-100-300x165.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/image-100-768x422.png 768w\" sizes=\"auto, (max-width: 823px) 100vw, 823px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"464\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/image-101.png\" alt=\"\" class=\"wp-image-3034\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/image-101.png 800w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/image-101-300x174.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/image-101-768x445.png 768w\" sizes=\"auto, (max-width: 800px) 100vw, 800px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"805\" height=\"412\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/image-102.png\" alt=\"\" class=\"wp-image-3035\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/image-102.png 805w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/image-102-300x154.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/image-102-768x393.png 768w\" sizes=\"auto, (max-width: 805px) 100vw, 805px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"817\" height=\"420\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/image-103.png\" alt=\"\" class=\"wp-image-3036\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/image-103.png 817w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/image-103-300x154.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/image-103-768x395.png 768w\" sizes=\"auto, (max-width: 817px) 100vw, 817px\" \/><\/figure>\n","protected":false},"excerpt":{"rendered":"<p>\u4f5c\u8005\uff1aPapamarkou, Theodore, Tolga Birdal, Michael Bronstei [&hellip;]<\/p>\n","protected":false},"author":22,"featured_media":0,"comment_status":"closed","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-3030","post","type-post","status-publish","format-standard","hentry","category-events"],"_links":{"self":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/3030","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/users\/22"}],"replies":[{"embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/comments?post=3030"}],"version-history":[{"count":1,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/3030\/revisions"}],"predecessor-version":[{"id":3037,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/3030\/revisions\/3037"}],"wp:attachment":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/media?parent=3030"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/categories?post=3030"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/tags?post=3030"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}