{"id":8964,"date":"2026-06-09T23:26:02","date_gmt":"2026-06-09T15:26:02","guid":{"rendered":"https:\/\/infernews.com\/blog\/a-simple-baseline-for-video-world-models-with-memory\/"},"modified":"2026-06-09T23:29:14","modified_gmt":"2026-06-09T15:29:14","slug":"a-simple-baseline-for-video-world-models-with-memory","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/a-simple-baseline-for-video-world-models-with-memory\/","title":{"rendered":"Echo-Memory \u8b93\u4e16\u754c\u6a21\u578b\u8a8d\u5f97\u56de\u5bb6\u7684\u8def"},"content":{"rendered":"\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/06\/pasted-dc9c9f645d0f.jpg\" alt=\"Echo-Memory paper teaser and workflow\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u7576 AI \u5f71\u7247\u6a21\u578b\u63a7\u5236\u93e1\u982d\u96e2\u958b\u67d0\u500b\u5834\u666f\u518d\u6298\u8fd4\u6642\uff0c\u5e38\u5e38\u6703\u300c\u8a8d\u932f\u5730\u65b9\u300d\u2014\u2014\u540c\u4e00\u689d\u8857\u3001\u540c\u4e00\u4ef6\u5bb6\u5177\uff0c\u56de\u4f86\u6642\u537b\u8b8a\u6210\u53e6\u4e00\u500b\u770b\u8d77\u4f86\u5408\u7406\u3001\u4f46\u5176\u5be6\u964c\u751f\u7684\u4e16\u754c\u3002Echo-Memory \u60f3\u89e3\u7684\uff0c\u6b63\u662f\u9019\u500b\u8b93\u751f\u6210\u5f71\u7247\u5931\u53bb\u4e00\u81f4\u6027\u7684\u8001\u554f\u984c\u3002\u6574\u500b\u7814\u7a76\u7684\u8a2d\u8a08\u975e\u5e38\u514b\u5236\uff1a\u53ea\u66f4\u63db\u300c\u8a18\u61b6\u6a21\u7d44\u300d\uff0c\u5176\u9918\u4e00\u6982\u4e0d\u52d5\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Echo-Memory \u4ee5\u540c\u4e00\u5957 Wan 2.1 1.3B \u52d5\u4f5c\u5230\u5f71\u7247\uff08action-to-video\uff09\u6a21\u578b\u4f5c\u70ba\u5171\u7528\u5e95\u5ea7\uff0c\u628a\u8a18\u61b6\u65b9\u5f0f\u5206\u6210\u56db\u5927\u985e\u2014\u2014Context\uff08\u539f\u59cb\u5e40\u6ed1\u7a97\uff09\u3001Compression\uff08\u58d3\u7e2e\u5f8c\u7684\u5b78\u7fd2 token\uff09\u3001Spatial\uff08\u986f\u5f0f\u7a7a\u9593\u8b80\u5beb\u72c0\u614b\uff09\u3001State-Space\uff08\u5340\u584a\u5f0f SSM \u905e\u8ff4\u66f4\u65b0\uff09\u3002\u6240\u6709\u8b8a\u9ad4\u90fd\u639b\u5728\u76f8\u540c\u7684\u5beb\u5165\u2014\u8b80\u53d6\u4ecb\u9762\u4e0a\uff0c\u5dee\u5225\u53ea\u5728\u65bc\u300c\u5b58\u4ec0\u9ebc\u300d\u548c\u300c\u600e\u9ebc\u53d6\u56de\u300d\u3002\u9019\u7a2e\u55ae\u4e00\u8b8a\u56e0\u7684\u8a2d\u5b9a\uff0c\u8b93\u56db\u7a2e\u8a18\u61b6\u5bb6\u65cf\u7684\u8868\u73fe\u53ef\u4ee5\u4e7e\u4e7e\u6de8\u6de8\u5730\u6bd4\u8f03\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5c0d\u7814\u7a76\u54e1\u548c\u5de5\u7a0b\u5e2b\u800c\u8a00\uff0c\u9805\u76ee\u63d0\u4f9b\u4e86\u958b\u767c\u8005\u6307\u5357\u3002Echo-Team \u5df2\u628a\u8a13\u7df4\u5230 30,000 \u6b65\u7684 Wan 2.1 1.3B \u6b0a\u91cd\u653e\u5728 Hugging Face \u7684 Echo-Team\/Echo-Memory\uff0c\u4e26\u9644\u4e0a SpatialVID \u5b50\u96c6\u7684\u52d5\u614b\u8a13\u7df4\u6c60\u8a2d\u5b9a\u6587\u4ef6\uff0c\u958b\u767c\u8005\u6307\u5357\u4ea6\u63d0\u4f9b\u4e2d\u82f1\u96d9\u8a9e\u6d41\u7a0b\u3002\u8a55\u6e2c\u65b9\u9762\uff0c\u9805\u76ee\u63d0\u4f9b GT replay\u3001in-domain 180 \u5ea6\u6298\u8fd4\uff0c\u4ee5\u53ca open-domain \u7de8\u8f2f\u5f0f\u56de\u8a2a\u4e09\u7a2e\u63a2\u6e2c\u8173\u672c\uff0c\u6db5\u84cb\u975c\u614b\u56de\u653e\u548c\u5834\u666f\u91cd\u8a2a\u5169\u500b\u7dad\u5ea6\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8981\u6ce8\u610f\u7684\u662f\uff0c\u76ee\u524d\u7684\u6b0a\u91cd\u50c5\u9650 Wan 2.1 1.3B\uff08epoch-0\uff09\uff0cWan 2.2 \u4ee5\u53ca 5B\uff0f14B \u591a\u5c3a\u5ea6\u5e95\u5ea7\u3001\u4ee5\u53ca\u8d85\u8d8a\u975c\u614b\u91cd\u8a2a\u7684\u52d5\u614b\u8a55\u6e2c\uff0c\u4ecd\u5217\u5728\u8def\u7dda\u5716\u4e0a\u7b49\u5f85\u88dc\u9f4a\u3002\u5c0d\u65bc\u7814\u7a76\u4e16\u754c\u6a21\u578b\u9577\u671f\u4e00\u81f4\u6027\u3001\u505a\u53ef\u63a7\u5f71\u7247\u751f\u6210\uff0c\u6216\u662f\u60f3\u5728 LoRA\uff0f\u8a18\u61b6\u5916\u639b\uff08memory adapter\uff09\u65b9\u5411\u52d5\u624b\u7684\u4eba\uff0c\u9019\u500b\u9805\u76ee\u63d0\u4f9b\u4e86\u4e00\u500b\u96e3\u5f97\u7684\u53ef\u91cd\u73fe\u57fa\u6e96\uff1b\u5c0d\u4e00\u822c\u8b80\u8005\u4f86\u8aaa\uff0c\u5b83\u4e5f\u793a\u7bc4\u4e86\u7576\u93e1\u982d\u300c\u56de\u5bb6\u300d\u6642\uff0cAI \u70ba\u4f55\u6703\u8ff7\u8def\u3001\u53c8\u8a72\u600e\u9ebc\u8b93\u5b83\u8a18\u8def\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u91cd\u9ede\u6458\u8981\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u7d71\u4e00\u5e95\u5ea7\u3001\u53ea\u63db\u8a18\u61b6<\/strong>\uff1a\u4ee5 Wan 2.1 1.3B \u70ba\u5171\u7528\u9aa8\u5e79\uff0c\u6bd4\u8f03 Context\u3001Compression\u3001Spatial\u3001State-Space \u56db\u7a2e\u8a18\u61b6\u5bb6\u65cf\u3002<\/li>\n\n\n\n<li><strong>\u53ef\u63a7\u8b8a\u56e0\u8a2d\u8a08<\/strong>\uff1a\u6240\u6709\u6a21\u7d44\u5171\u4eab\u5beb\u5165\u2014\u8b80\u53d6\u4ecb\u9762\uff0c\u5dee\u7570\u96c6\u4e2d\u5728\u300c\u5b58\u4ec0\u9ebc\u3001\u600e\u9ebc\u53d6\u56de\u300d\u3002<\/li>\n\n\n\n<li><strong>\u5b8c\u6574\u53ef\u91cd\u73fe\u8cc7\u6e90<\/strong>\uff1a\u516c\u958b 30,000 \u6b65\u6b0a\u91cd\u3001SpatialVID \u8a13\u7df4\u6c60\u8a2d\u5b9a\u3001\u96d9\u8a9e\u958b\u767c\u8005\u6307\u5357\u8207\u8a55\u6e2c\u8173\u672c\u3002<\/li>\n\n\n\n<li><strong>\u4e09\u7a2e\u56de\u8a2a\u63a2\u6e2c<\/strong>\uff1aGT replay\u3001in-domain 180 \u5ea6\u6298\u8fd4\u3001open-domain \u7de8\u8f2f\u5f0f\u56de\u8a2a\uff0c\u5206\u5225\u6aa2\u9a57\u91cd\u64ad\u8207\u6298\u8fd4\u8a18\u61b6\u3002<\/li>\n\n\n\n<li><strong>\u672a\u4f86\u8def\u7dda<\/strong>\uff1aWan 2.2\u30015B\uff0f14B \u591a\u5c3a\u5ea6\u5e95\u5ea7\u8207\u52d5\u614b\u8a55\u6e2c\u4ecd\u5f85\u88dc\u9f4a\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>GitHub\uff1a<\/strong> <a href=\"https:\/\/github.com\/Echo-Team-Joy-Future-Academy-JD\/Echo-Memory\" rel=\"noopener noreferrer\">https:\/\/github.com\/Echo-Team-Joy-Future-Academy-JD\/Echo-Memory<\/a><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u9805\u76ee\uff1a<\/strong> <a href=\"https:\/\/echo-team-joy-future-academy-jd.github.io\/Echo-Memory\/\" rel=\"noopener noreferrer\">https:\/\/echo-team-joy-future-academy-jd.github.io\/Echo-Memory\/<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u7576 AI \u5f71\u7247\u6a21\u578b\u63a7\u5236\u93e1\u982d\u96e2\u958b\u67d0\u500b\u5834\u666f\u518d\u6298\u8fd4\u6642\uff0c\u5e38\u5e38\u6703\u300c\u8a8d\u932f\u5730\u65b9\u300d\u2014\u2014\u540c\u4e00\u689d\u8857\u3001\u540c\u4e00\u4ef6\u5bb6\u5177\uff0c\u56de\u4f86\u6642\u537b\u8b8a\u6210\u53e6\u4e00\u500b\u770b\u8d77\u4f86\u5408\u7406\u3001\u4f46\u5176\u5be6\u964c\u751f\u7684\u4e16\u754c\u3002<\/p>\n","protected":false},"author":8,"featured_media":8963,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"ai_generated_summary":"","footnotes":""},"categories":[133,169,165,195,196,197],"tags":[],"class_list":["post-8964","post","type-post","status-publish","format-standard","hentry","category-133","category-169","category-165","category-195","category-196","category-framework"],"_links":{"self":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/8964","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/users\/8"}],"replies":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/comments?post=8964"}],"version-history":[{"count":1,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/8964\/revisions"}],"predecessor-version":[{"id":8967,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/8964\/revisions\/8967"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media\/8963"}],"wp:attachment":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media?parent=8964"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/categories?post=8964"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/tags?post=8964"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}