{"id":2150,"date":"2025-01-07T19:49:43","date_gmt":"2025-01-07T11:49:43","guid":{"rendered":"https:\/\/www.15zhi.net\/blog\/?page_id=2150"},"modified":"2025-02-16T15:50:51","modified_gmt":"2025-02-16T07:50:51","slug":"pattern-memory-cannot-be-completely-and-truly-realized-in-deep-neural-networks","status":"publish","type":"page","link":"https:\/\/www.15zhi.net\/blog\/pattern-memory-cannot-be-completely-and-truly-realized-in-deep-neural-networks\/","title":{"rendered":"Pattern memory cannot be completely and truly realized in deep neural networks"},"content":{"rendered":"\n<h2 class=\"wp-block-heading\">\u80cc\u666f(Background)<\/h2>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"770\" height=\"197\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/02\/image-12.png\" alt=\"\" class=\"wp-image-2484\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/02\/image-12.png 770w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/02\/image-12-300x77.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/02\/image-12-768x196.png 768w\" sizes=\"auto, (max-width: 770px) 100vw, 770px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u521b\u65b0\u70b9(Highlights)<\/h2>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"419\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/02\/image-10-1024x419.png\" alt=\"\" class=\"wp-image-2481\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/02\/image-10-1024x419.png 1024w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/02\/image-10-300x123.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/02\/image-10-768x314.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/02\/image-10-1536x629.png 1536w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/02\/image-10.png 1844w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"826\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/01\/framework-1024x826.jpg\" alt=\"\" class=\"wp-image-2153\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/01\/framework-1024x826.jpg 1024w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/01\/framework-300x242.jpg 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/01\/framework-768x619.jpg 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/01\/framework.jpg 1275w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u65b9\u6cd5(Methodology)<\/h2>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"787\" height=\"342\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/02\/image-14.png\" alt=\"\" class=\"wp-image-2486\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/02\/image-14.png 787w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/02\/image-14-300x130.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/02\/image-14-768x334.png 768w\" sizes=\"auto, (max-width: 787px) 100vw, 787px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"703\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/01\/2MNIST\u8bbe\u8ba1\u6846\u67b6-1024x703.png\" alt=\"\" class=\"wp-image-2162\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/01\/2MNIST\u8bbe\u8ba1\u6846\u67b6-1024x703.png 1024w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/01\/2MNIST\u8bbe\u8ba1\u6846\u67b6-300x206.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/01\/2MNIST\u8bbe\u8ba1\u6846\u67b6-768x528.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/01\/2MNIST\u8bbe\u8ba1\u6846\u67b6-1536x1055.png 1536w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/01\/2MNIST\u8bbe\u8ba1\u6846\u67b6-2048x1407.png 2048w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"604\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/01\/3Kanizsa\u8bbe\u8ba1\u6846\u67b6-1024x604.png\" alt=\"\" class=\"wp-image-2163\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/01\/3Kanizsa\u8bbe\u8ba1\u6846\u67b6-1024x604.png 1024w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/01\/3Kanizsa\u8bbe\u8ba1\u6846\u67b6-300x177.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/01\/3Kanizsa\u8bbe\u8ba1\u6846\u67b6-768x453.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/01\/3Kanizsa\u8bbe\u8ba1\u6846\u67b6-1536x906.png 1536w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/01\/3Kanizsa\u8bbe\u8ba1\u6846\u67b6-2048x1209.png 2048w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"680\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/01\/6Colorblindness\u8bbe\u8ba1\u6846\u67b6-1024x680.png\" alt=\"\" class=\"wp-image-2165\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/01\/6Colorblindness\u8bbe\u8ba1\u6846\u67b6-1024x680.png 1024w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/01\/6Colorblindness\u8bbe\u8ba1\u6846\u67b6-300x199.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/01\/6Colorblindness\u8bbe\u8ba1\u6846\u67b6-768x510.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/01\/6Colorblindness\u8bbe\u8ba1\u6846\u67b6-1536x1020.png 1536w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/01\/6Colorblindness\u8bbe\u8ba1\u6846\u67b6-2048x1360.png 2048w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u7ed3\u8bba(Conclusion)<\/h2>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"786\" height=\"344\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/02\/image-15.png\" alt=\"\" class=\"wp-image-2487\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/02\/image-15.png 786w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/02\/image-15-300x131.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/02\/image-15-768x336.png 768w\" sizes=\"auto, (max-width: 786px) 100vw, 786px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"943\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/01\/3MNIST\u7ed3\u679c-1024x943.png\" alt=\"\" class=\"wp-image-2159\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/01\/3MNIST\u7ed3\u679c-1024x943.png 1024w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/01\/3MNIST\u7ed3\u679c-300x276.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/01\/3MNIST\u7ed3\u679c-768x707.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/01\/3MNIST\u7ed3\u679c-1536x1414.png 1536w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/01\/3MNIST\u7ed3\u679c-2048x1886.png 2048w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"957\" height=\"1024\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/01\/5Kanizsa\u7ed3\u679c\u56fe\u6d45\u8272-957x1024.png\" alt=\"\" class=\"wp-image-2161\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/01\/5Kanizsa\u7ed3\u679c\u56fe\u6d45\u8272-957x1024.png 957w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/01\/5Kanizsa\u7ed3\u679c\u56fe\u6d45\u8272-280x300.png 280w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/01\/5Kanizsa\u7ed3\u679c\u56fe\u6d45\u8272-768x821.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/01\/5Kanizsa\u7ed3\u679c\u56fe\u6d45\u8272-1436x1536.png 1436w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/01\/5Kanizsa\u7ed3\u679c\u56fe\u6d45\u8272-1915x2048.png 1915w\" sizes=\"auto, (max-width: 957px) 100vw, 957px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"863\" height=\"1024\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/01\/7Colorblindness\u7ed3\u679c\u56fe-863x1024.png\" alt=\"\" class=\"wp-image-2160\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/01\/7Colorblindness\u7ed3\u679c\u56fe-863x1024.png 863w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/01\/7Colorblindness\u7ed3\u679c\u56fe-253x300.png 253w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/01\/7Colorblindness\u7ed3\u679c\u56fe-768x912.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/01\/7Colorblindness\u7ed3\u679c\u56fe-1294x1536.png 1294w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/01\/7Colorblindness\u7ed3\u679c\u56fe-1725x2048.png 1725w\" sizes=\"auto, (max-width: 863px) 100vw, 863px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"639\" height=\"871\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/01\/image-1.png\" alt=\"\" class=\"wp-image-2167\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/01\/image-1.png 639w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/01\/image-1-220x300.png 220w\" sizes=\"auto, (max-width: 639px) 100vw, 639px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u76f8\u5173\u94fe\u63a5(Links)<\/h2>\n\n\n\n<p>Li, T., Lyu, R. and Xie, Z., 2024. Pattern memory cannot be completely and truly realized in deep neural networks.&nbsp;<em>Scientific Reports<\/em>,&nbsp;<em>14<\/em>(1), p.31649.<\/p>\n\n\n\n<p><a href=\"https:\/\/www.nature.com\/articles\/s41598-024-80647-0\">https:\/\/www.nature.com\/articles\/s41598-024-80647-0<\/a><\/p>\n\n\n\n<p><a href=\"\"><\/a><\/p>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u80cc\u666f(Background) \u521b\u65b0\u70b9(Highlights) \u65b9\u6cd5(Methodology) \u7ed3\u8bba(Concl [&hellip;]<\/p>\n","protected":false},"author":22,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-2150","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/pages\/2150","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/types\/page"}],"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=2150"}],"version-history":[{"count":5,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/pages\/2150\/revisions"}],"predecessor-version":[{"id":2488,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/pages\/2150\/revisions\/2488"}],"wp:attachment":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/media?parent=2150"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}