{"id":8712,"date":"2026-06-02T04:21:21","date_gmt":"2026-06-01T20:21:21","guid":{"rendered":"https:\/\/infernews.com\/blog\/taskmem\/"},"modified":"2026-06-02T04:34:16","modified_gmt":"2026-06-01T20:34:16","slug":"taskmem","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/taskmem\/","title":{"rendered":"TaskMem\uff1a\u6559\u591a\u6a21\u614b\u667a\u80fd\u9ad4\u5b78\u6703\u9078\u64c7\u6027\u8a18\u61b6"},"content":{"rendered":"\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/06\/pasted-04430f633ed5.jpg\" alt=\"Og image\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u591a\u6a21\u614b\u667a\u80fd\u9ad4\u5728\u6301\u7e8c\u89c0\u5bdf\u74b0\u5883\u6642\uff0c\u6703\u63a5\u6536\u6d77\u91cf\u4e14\u4e0d\u65b7\u7d2f\u7a4d\u7684\u8996\u89ba\u8207\u8a9e\u8a00\u8cc7\u8a0a\u3002\u82e5\u628a\u6240\u6709\u5167\u5bb9\u90fd\u5b58\u9032\u9577\u671f\u8a18\u61b6\uff0c\u65e2\u4e0d\u5be6\u969b\u4e5f\u5bb9\u6613\u96dc\u8a0a\u904e\u591a\u3002Task-Focused Memorization for Multimodal Agents \u9019\u4efd\u7814\u7a76\uff0c\u628a\u7126\u9ede\u653e\u5728\u4e00\u500b\u6839\u672c\u554f\u984c\uff1a\u667a\u80fd\u9ad4\u5230\u5e95\u61c9\u8a72\u8a18\u4f4f\u4ec0\u9ebc\uff1f<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f86\u81ea ByteDance Seed \u8207\u5fa9\u65e6\u5927\u5b78\u7684\u4f5c\u8005\u7fa4\u63d0\u51fa\u540d\u70ba <strong>TaskMem\uff08Task-focused Memorization Policy Learning\uff09<\/strong> \u7684\u6846\u67b6\uff0c\u628a\u8a18\u61b6\u751f\u6210\u8996\u70ba\u4e00\u9805\u53ef\u5b78\u7fd2\u7684\u7b56\u7565\u3002\u7cfb\u7d71\u63a1\u7528\u5169\u968e\u6bb5\u8a13\u7df4\uff1a\u7b2c\u4e00\u968e\u6bb5\u5148\u5b78\u7fd2\u600e\u6a23\u8a18\u5f97\u6e96\u78ba\uff0c\u7b2c\u4e8c\u968e\u6bb5\u5247\u5728\u90e8\u7f72\u5f8c\uff0c\u6839\u64da\u8fd1\u671f\u9047\u5230\u7684\u4efb\u52d9\u8abf\u6574\u4e00\u500b adapter\uff0c\u4f7f\u57fa\u790e\u591a\u6a21\u614b\u5927\u578b\u8a9e\u8a00\u6a21\u578b\uff08MLLM\uff09\u504f\u5411\u8a18\u9304\u8207\u4efb\u52d9\u76f8\u95dc\u7684\u5167\u5bb9\u3002\u6574\u500b\u904e\u7a0b\u4ee5\u5f37\u5316\u5b78\u7fd2\u9a45\u52d5\uff0c\u734e\u52f5\u8a0a\u865f\u4f86\u81ea\u771f\u5be6\u4efb\u52d9\u7684\u8868\u73fe\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u70ba\u4e86\u8a55\u4f30\u8a18\u61b6\u54c1\u8cea\uff0c\u7814\u7a76\u5718\u968a\u5c07 VideoMME\u3001EgoLife \u8207 EgoTempo \u6539\u9020\u6210\u4e32\u6d41\u57fa\u6e96\uff0c\u6a21\u64ec\u667a\u80fd\u9ad4\u908a\u89c0\u5bdf\u908a\u56de\u7b54\u7684\u5834\u666f\uff0c\u4e14\u56de\u7b54\u6642\u53ea\u80fd\u4f9d\u8cf4\u8a18\u61b6\uff0c\u4e0d\u80fd\u7ffb\u770b\u539f\u59cb\u5f71\u7247\u3002\u57fa\u65bc Qwen3-VL-30B-A3B\uff0cTaskMem \u5728\u4e09\u500b\u57fa\u6e96\u7684 VQA \u6e96\u78ba\u7387\u5206\u5225\u63d0\u5347 6.3%\u30017.0% \u8207 5.3%\uff0c\u4e26\u5728\u591a\u9805\u6307\u6a19\u4e0a\u8d85\u8d8a Gemini-2.5-Pro\u3001GPT-5.2 \u7b49\u5927\u578b\u6a21\u578b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u9019\u9805\u5de5\u4f5c\u5c0d\u5f9e\u4e8b\u591a\u6a21\u614b\u667a\u80fd\u9ad4\u3001\u6a5f\u5668\u4eba\u8a18\u9304\u7cfb\u7d71\u6216\u9577\u671f\u5c0d\u8a71\u52a9\u624b\u958b\u767c\u7684\u7814\u7a76\u8005\u7279\u5225\u6709\u53c3\u8003\u50f9\u503c\uff0c\u56e0\u70ba\u5b83\u628a\u300c\u8a72\u8a18\u4ec0\u9ebc\u300d\u8b8a\u6210\u53ef\u512a\u5316\u7684\u6c7a\u7b56\uff0c\u800c\u975e\u5beb\u6b7b\u898f\u5247\u3002\u5c0d\u65bc\u95dc\u6ce8\u4e16\u754c\u6a21\u578b\u8207\u6301\u7e8c\u5b78\u7fd2\uff08continual learning\uff09\u7684\u5718\u968a\uff0cTaskMem \u4ea6\u63d0\u4f9b\u4e86\u4e00\u500b\u7d50\u5408\u4efb\u52d9\u56de\u994b\u8207\u8a18\u61b6\u7b56\u7565\u7684\u53ef\u884c\u8def\u5f91\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>\u6838\u5fc3\u554f\u984c<\/strong>\uff1a\u591a\u6a21\u614b\u667a\u80fd\u9ad4\u9762\u5c0d\u8cc7\u8a0a\u6d2a\u6d41\uff0c\u9700\u8981\u5b78\u6703\u9078\u64c7\u6027\u8a18\u61b6\u3002<\/li>\n\n\n\n<li><strong>\u65b9\u6cd5<\/strong>\uff1a\u4ee5\u5f37\u5316\u5b78\u7fd2\u8a13\u7df4\u8a18\u61b6\u7b56\u7565\uff0c\u5206\u70ba\u57fa\u790e\u4fdd\u771f\u5ea6\u8207\u4efb\u52d9\u76f8\u95dc\u6027\u5169\u968e\u6bb5\u3002<\/li>\n\n\n\n<li><strong>\u8a55\u4f30\u65b9\u5f0f<\/strong>\uff1a\u5c07\u4e09\u500b\u5f71\u7247\u57fa\u6e96\u6539\u9020\u6210\u4e32\u6d41\u8a2d\u5b9a\uff0c\u50c5\u4ee5\u8a18\u61b6\u56de\u7b54\u554f\u984c\u3002<\/li>\n\n\n\n<li><strong>\u6210\u6548<\/strong>\uff1a\u5728 VideoMME\u3001EgoLife\u3001EgoTempo \u4e0a VQA \u6e96\u78ba\u7387\u63d0\u5347 5.3% \u81f3 7.0%\u3002<\/li>\n\n\n\n<li><strong>\u9069\u7528\u5c0d\u8c61<\/strong>\uff1a\u7814\u7a76\u591a\u6a21\u614b\u667a\u80fd\u9ad4\u3001\u6a5f\u5668\u4eba\u8a18\u61b6\u8207\u6301\u7e8c\u5b78\u7fd2\u7684\u958b\u767c\u8005\u8207\u5b78\u8005\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u9805\u76ee\uff1a<\/strong> <a href=\"https:\/\/taskmem.github.io\/\" rel=\"noopener noreferrer\">https:\/\/taskmem.github.io\/<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>ByteDance Seed \u8207\u5fa9\u65e6\u5927\u5b78\u63d0\u51fa TaskMem\uff0c\u4ee5\u5f37\u5316\u5b78\u7fd2\u8a13\u7df4\u667a\u80fd\u9ad4\u7684\u8a18\u61b6\u7b56\u7565\uff0c\u5728\u4e09\u500b\u4e32\u6d41\u57fa\u6e96\u4e0a\u660e\u986f\u63d0\u5347\u591a\u6a21\u614b\u554f\u7b54\u8868\u73fe\u3002<\/p>\n","protected":false},"author":8,"featured_media":8711,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"ai_generated_summary":"","wpai_meta_description":"","footnotes":""},"categories":[133,176,116,190,197],"tags":[],"class_list":["post-8712","post","type-post","status-publish","format-standard","hentry","category-133","category-176","category-agentic","category-openclaw","category-framework"],"_links":{"self":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/8712","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=8712"}],"version-history":[{"count":1,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/8712\/revisions"}],"predecessor-version":[{"id":8715,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/8712\/revisions\/8715"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media\/8711"}],"wp:attachment":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media?parent=8712"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/categories?post=8712"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/tags?post=8712"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}