{"id":30851,"date":"2026-11-13T10:13:22","date_gmt":"2026-11-13T02:13:22","guid":{"rendered":"https:\/\/www.ixpower.cn\/?p=30851"},"modified":"2026-11-13T10:13:22","modified_gmt":"2026-11-13T02:13:22","slug":"emnlp-2026%ef%bd%9c%e5%a6%82%e4%bd%95%e8%ae%b0%e4%bd%8f%e5%8f%91%e7%94%9f%e8%bf%87%e7%9a%84%e4%ba%8b%ef%bc%9fem%c2%b2mem%e8%ae%a9%e8%ae%b0%e5%bf%86%e8%bf%9e%e6%8e%a5%e4%ba%ba%e4%b8%8e%e7%bb%8f","status":"publish","type":"post","link":"https:\/\/www.ixpower.cn\/index.php\/2026\/11\/13\/30851\/","title":{"rendered":"EMNLP 2026\uff5c\u5982\u4f55\u8bb0\u4f4f\u53d1\u751f\u8fc7\u7684\u4e8b\uff1fEM\u00b2Mem\u8ba9\u8bb0\u5fc6\u8fde\u63a5\u4eba\u4e0e\u7ecf\u5386"},"content":{"rendered":"
\u6765\u81ea\u6d59\u6c5f\u5927\u5b66\u4e0e\u8054\u60f3\u96c6\u56e2\u7684\u7814\u7a76\u56e2\u961f\u5408\u4f5c\u63d0\u51fa EM\u00b2Mem\uff08Event-Centric Multimodal Memory\uff09\uff0c\u4ee5\u4e8b\u4ef6\u4e3a\u4e2d\u5fc3\u6784\u5efa\u591a\u6a21\u6001\u957f\u671f\u8bb0\u5fc6\u3002<\/div>\n
\n
\n

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\u5c24\u5176\u5f53 AI \u52a9\u624b\u5f00\u59cb\u957f\u671f\u966a\u4f34\u7528\u6237\uff0c\u8bb0\u5fc6\u7684\u4ef7\u503c\u5c31\u4e0d\u518d\u5c40\u9650\u4e8e\u56de\u7b54\u67d0\u4e00\u4e2a\u95ee\u9898\u3002\u5b83\u8fd8\u9700\u8981\u9010\u6e10\u7406\u89e3\u7528\u6237\u662f\u8c01\u3001\u505a\u8fc7\u4ec0\u4e48\u3001\u5173\u6ce8\u4ec0\u4e48\u3001\u6709\u4ec0\u4e48\u504f\u597d\uff0c\u5e76\u5c06\u6bcf\u4e00\u6b21\u4ea4\u4e92\u4e2d\u7684\u65b0\u7ecf\u5386\u4e0e\u5df2\u6709\u8bb0\u5fc6\u8054\u7cfb\u8d77\u6765\uff0c\u5728\u6301\u7eed\u4f7f\u7528\u4e2d\u4e0d\u65ad\u79ef\u7d2f\u3001\u4fee\u6b63\u548c\u6c89\u6dc0\uff0c\u6700\u7ec8\u5f62\u6210\u771f\u6b63\u4e2a\u6027\u5316\u7684\u8bb0\u5fc6\u3002\u8fd9\u4e5f\u662f\u667a\u80fd\u4f53\u5b9e\u73b0\u6301\u7eed\u5b66\u4e60\u4e0e\u81ea\u6211\u8fdb\u5316\uff08RSI\uff09\u7684\u91cd\u8981\u57fa\u7840\u3002<\/p>\n

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\"\u56fe\u7247\"<\/p>\n

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    \n
  • \u8bba\u6587\uff1aEM\u00b2Mem: Event-Centric Multimodal Memory for Large Language Models<\/li>\n
  • \u4f1a\u8bae\uff1aEMNLP 2026 Findings<\/li>\n
  • \u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2609.00551<\/li>\n
  • \u4ee3\u7801\u5df2\u6574\u5408\u81f3\uff1ahttps:\/\/github.com\/zjunlp\/LightMem-Ego<\/li>\n<\/ul>\n

    01\uff5c\u4e3a\u4ec0\u4e48\u641c\u5230\u76f8\u5173\u5185\u5bb9\uff0c\u8fd8\u4e0d\u7b49\u4e8e\u8bb0\u4f4f\uff1f<\/h2>\n

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    \u8bba\u6587\u5c06\u8fd9\u4e00\u74f6\u9888\u6982\u62ec\u4e3a\u00a0retrieve-then-align\uff1a\u5148\u68c0\u7d22\uff0c\u518d\u5bf9\u9f50\u3002<\/p>\n

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    02\uff5c\u7ed9\u4e00\u6bb5\u7ecf\u5386\u5efa\u7acb\u4e8b\u4ef6\u6863\u6848<\/h2>\n

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    \"\u56fe\u7247\"<\/p>\n

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    \u8fd9\u4f7f\u5f97\u6a21\u578b\u80fd\u591f\u5728\u56de\u7b54\u65f6\u540c\u65f6\u83b7\u5f97\uff1a\u53d1\u751f\u4e86\u4ec0\u4e48\u3001\u4e0e\u8c01\u6709\u5173\uff0c\u4ee5\u53ca\u8bc1\u636e\u6765\u81ea\u54ea\u91cc\u3002<\/p>\n

    03\uff5c\u4e00\u4e2a\u6848\u4f8b\uff1a\u5230\u5e95\u662f\u8c01\u6253\u7b97\u79cd\u82b1\uff1f<\/h2>\n

    \u8bba\u6587\u7528\u4e00\u4e2a\u591a\u4eba\u8ba8\u8bba\u6848\u4f8b\uff0c\u5c55\u793a\u4e86\u4e24\u79cd\u8bb0\u5fc6\u7ec4\u7ec7\u65b9\u5f0f\u7684\u533a\u522b\u3002<\/p>\n

    \u95ee\u9898\u662f\uff1a\u8c01\u6253\u7b97\u79cd\u82b1\uff08Who plans to grow flowers\uff09\uff1f<\/p>\n

    \u8ba8\u8bba\u4e2d\u540c\u65f6\u51fa\u73b0\u4e86\u82b1\u3001\u82b1\u74f6\u3001\u624b\u5de5\u5236\u4f5c\uff0c\u4ee5\u53ca\u4e0d\u540c\u53c2\u4e0e\u8005\u7684\u53d1\u8a00\u3002WorldMM\u00a0\u68c0\u7d22\u5230\u4e86\u4e0e\u82b1\u6709\u5173\u7684\u591a\u4e2a\u7247\u6bb5\uff0c\u4f46\u4eba\u7269\u4e0e\u8ba1\u5212\u4e4b\u95f4\u7684\u5173\u8054\u4ecd\u7136\u4e0d\u591f\u660e\u786e\uff0c\u6700\u7ec8\u5c06\u7b54\u6848\u8bef\u5224\u4e3a Tasha\u3002<\/p>\n

    \u5176\u4e2d\uff0cTasha \u76f8\u5173\u7247\u6bb5\u91cc\u51fa\u73b0\u4e86 planning\uff0c\u4e0e\u95ee\u9898\u4e2d\u7684 plans \u8bed\u4e49\u63a5\u8fd1\uff0c\u5374\u6ca1\u6709\u660e\u786e\u8bf4\u660e\u79cd\u82b1\u8ba1\u5212\u5c5e\u4e8e\u8c01\u3002\u8fd9\u79cd\u5c40\u90e8\u8bed\u4e49\u5339\u914d\u53ef\u80fd\u5e72\u6270\u4e86\u6a21\u578b\u5bf9\u8ba1\u5212\u5f52\u5c5e\u7684\u5224\u65ad\uff0c\u8ba9\u76f8\u5173\u7247\u6bb5\u4e2d\u7684\u4eba\u7269\u88ab\u8bef\u5f53\u4f5c\u8ba1\u5212\u7684\u63d0\u51fa\u8005\u3002<\/p>\n

    EM\u00b2Mem \u5219\u5728\u6784\u5efa\u8bb0\u5fc6\u65f6\u4fdd\u7559\u4e86 Katrina \u4e0e\u76f8\u5173\u8ba1\u5212\u3001\u7269\u4f53\u53ca\u65f6\u95f4\u4e0a\u4e0b\u6587\u4e4b\u95f4\u7684\u5173\u8054\u3002\u8fdb\u4e00\u6b65\u8bfb\u53d6\u76f8\u5173\u4e8b\u4ef6\u540e\uff0c\u7cfb\u7edf\u80fd\u591f\u7ed3\u5408\u5979\u5173\u4e8e\u79cd\u690d\u5468\u671f\u7684\u8ba8\u8bba\uff0c\u4ee5\u53ca\u540e\u7eed\u300c\u6211\u4eec\u4e5f\u53ef\u4ee5\u79cd\u300d\u7684\u8868\u8ff0\uff0c\u533a\u5206\u5176\u4ed6\u4eba\u7684\u76f8\u5173\u53d1\u8a00\uff0c\u5f97\u5230\u6b63\u786e\u7b54\u6848\u00a0Katrina\u3002<\/p>\n

    \"\u56fe\u7247\"<\/p>\n

    \u56fe 3\uff5c\u540c\u6837\u56f4\u7ed5\u82b1\u627e\u5230\u7ebf\u7d22\uff0c\u5173\u952e\u5dee\u522b\u5728\u4e8e\u80fd\u5426\u4fdd\u7559\u4eba\u7269\u4e0e\u8ba1\u5212\u4e4b\u95f4\u7684\u5173\u8054\u3002\u8be5\u56fe\u5c55\u793a\u8bba\u6587\u4e2d\u7684\u5b9a\u6027\u6848\u4f8b\u3002<\/p>\n

    \u8fd9\u4e2a\u6848\u4f8b\u628a\u8bba\u6587\u7684\u52a8\u673a\u8bf4\u5f97\u5f88\u76f4\u89c2\uff1a\u9762\u5bf9\u591a\u4eba\u3001\u591a\u7269\u4f53\u3001\u591a\u65f6\u95f4\u7247\u6bb5\uff0c\u68c0\u7d22\u5185\u5bb9\u7684\u76f8\u5173\u6027\u4e4b\u5916\uff0c\u8fd8\u9700\u8981\u8bb0\u5fc6\u7ec4\u7ec7\u4fdd\u7559\u4e8b\u4ef6\u5185\u90e8\u7684\u5173\u7cfb\u3002<\/p>\n

    04\uff5c\u5b9e\u9a8c\uff1a\u7b54\u5f97\u66f4\u51c6\uff0c\u8bc1\u636e\u4e5f\u5b9a\u4f4d\u5f97\u66f4\u597d<\/h2>\n

    \u7814\u7a76\u5728\u4e09\u4e2a\u957f\u89c6\u9891\u9009\u62e9\u9898\u95ee\u7b54\u57fa\u51c6\u4e0a\u8bc4\u4f30 EM\u00b2Mem\uff0c\u8986\u76d6\u7b2c\u4e00\u89c6\u89d2\u65e5\u5e38\u7ecf\u5386\u3001\u8d85\u957f\u7b2c\u4e00\u89c6\u89d2\u63a8\u7406\u548c\u5f00\u653e\u9886\u57df\u957f\u89c6\u9891\u7406\u89e3\u3002<\/p>\n

    \"\u56fe\u7247\"<\/p>\n

    \u2020 \u4e3a\u8bba\u6587\u5728\u4e0e EM\u00b2Mem \u76f8\u540c\u8bc4\u6d4b\u8bbe\u7f6e\u4e0b\u590d\u73b0\u7684 WorldMM \u7ed3\u679c\uff1bEgo-R1 Bench \u5bf9\u7167\u91c7\u7528 WorldMM \u539f\u6587\u62a5\u544a\u7ed3\u679c\u3002WorldMM \u539f\u6587\u5728 EgoLifeQA \u548c Video-MME\uff08L\uff09\u4e0a\u7684\u5e73\u5747\u51c6\u786e\u7387\u5206\u522b\u4e3a 65.6% \u548c 76.6%\u3002<\/p>\n

    \u9664\u4e86\u6700\u7ec8\u7b54\u6848\uff0c\u8bba\u6587\u8fd8\u68c0\u67e5\u4e86\u7cfb\u7edf\u662f\u5426\u627e\u5230\u4e86\u5bf9\u5e94\u7684\u8bc1\u636e\u7247\u6bb5\u3002<\/p>\n

    \u5728\u4e25\u683c\u7684\u00a030 \u79d2\u4e8b\u4ef6\u7ea7\u8bc1\u636e\u53ec\u56de\u8bc4\u4f30\u4e2d\uff0c\u53ea\u6709\u547d\u4e2d\u6807\u6ce8\u7684\u4e8b\u4ef6\u7247\u6bb5\u624d\u7b97\u6b63\u786e\u3002EM\u00b2Mem \u7684 Top-5 \u53ec\u56de\u7387\u8fbe\u5230\u00a030.8%\uff0c\u6bd4 WorldMM \u4e94\u8f6e\u8fed\u4ee3\u68c0\u7d22\u7684\u00a023.8%\u00a0\u9ad8\u51fa\u00a07.0 \u4e2a\u767e\u5206\u70b9\uff1bTop-1 \u53ec\u56de\u7387\u4e5f\u8fbe\u5230 23.0%\u3002<\/p>\n

    \"\u56fe\u7247\"<\/p>\n

    \u56fe 4\uff5c\u4e8b\u4ef6\u7ea7\u8bc1\u636e\u53ec\u56de\u3002\u6a2a\u8f74\u5bf9 EM\u00b2Mem \u8868\u793a\u8fd4\u56de\u7684 Top-k \u4e8b\u4ef6\u6570\uff0c\u5bf9 WorldMM \u8868\u793a\u6700\u591a k \u8f6e\u68c0\u7d22\uff0c\u4e24\u8005\u662f\u4e0d\u540c\u7684\u9884\u7b97\u53e3\u5f84\u3002<\/p>\n

    \u8fd9\u9879\u7ed3\u679c\u8868\u660e\uff0c\u4e8b\u4ef6\u8bb0\u5fc6\u66f4\u5bb9\u6613\u88ab\u51c6\u786e\u53d6\u56de\uff0c\u4e5f\u8ba9\u51c6\u786e\u7387\u4e4b\u5916\u7684\u8bb0\u5fc6\u8d28\u91cf\u53d8\u5f97\u53ef\u68c0\u67e5\u3002<\/p>\n

    05\uff5c\u7ed3\u6784\u5316\u4fe1\u606f\u4e0e\u63d0\u524d\u5bf9\u9f50\u4e3a\u4f55\u6709\u6548<\/h2>\n

    \u6027\u80fd\u63d0\u5347\u6765\u81ea\u54ea\u91cc\uff1f\u8bba\u6587\u8fdb\u4e00\u6b65\u6bd4\u8f83\u4e86\u4e24\u4ef6\u4e8b\uff1a\u89c6\u89c9\u4fe1\u606f\u4ee5\u4ec0\u4e48\u5f62\u5f0f\u8fdb\u5165\u8bb0\u5fc6\uff0c\u4ee5\u53ca\u591a\u6a21\u6001\u4fe1\u606f\u4f55\u65f6\u5b8c\u6210\u5bf9\u9f50\u3002<\/p>\n

    \u5728\u00a0EgoLifeQA\u00a0\u524d 250 \u9053\u9898\u7684\u5206\u6790\u5b9e\u9a8c\u4e2d\uff0c\u7814\u7a76\u6bd4\u8f83\u4e86\u539f\u59cb\u5e27\u3001\u6241\u5e73\u5316\u63cf\u8ff0\u548c\u7ed3\u6784\u5316\u4e8b\u4ef6\u5b57\u6bb5\u3002\u7ed3\u679c\u663e\u793a\uff0c\u7ed3\u6784\u5316\u4e8b\u4ef6\u5b57\u6bb5 + \u6784\u5efa\u65f6\u5bf9\u9f50\u7684\u7ec4\u5408\u8fbe\u5230\u6700\u9ad8\u7684\u00a071.2%\u00a0\u51c6\u786e\u7387\uff1b\u540c\u6837\u4f7f\u7528\u7ed3\u6784\u5316\u5b57\u6bb5\u3001\u4f46\u5728\u68c0\u7d22\u65f6\u624d\u878d\u5408\u8bc1\u636e\uff0c\u51c6\u786e\u7387\u4e3a 68.0%\u3002<\/p>\n

    \"\u56fe\u7247\"<\/p>\n

    \u56fe 5\uff5c\u7ed3\u6784\u5316\u4e8b\u4ef6\u5b57\u6bb5\u4e0e\u6784\u5efa\u65f6\u5bf9\u9f50\u76f8\u7ed3\u5408\uff0c\u5f97\u5230\u8fd9\u7ec4\u5206\u6790\u5b9e\u9a8c\u4e2d\u7684\u6700\u4f73\u7ed3\u679c\u3002\u6b64\u5904\u8bc4\u6d4b\u7684\u662f\u524d 250 \u9053\u9898\u5b50\u96c6\uff0c\u4e0e\u4e0a\u6587\u5b8c\u6574\u57fa\u51c6\u7ed3\u679c\u4e0d\u540c\u3002<\/p>\n

    \u7ed3\u6784\u5316\u5b57\u6bb5\u5c06\u4eba\u7269\u3001\u52a8\u4f5c\u3001\u7269\u4f53\u7b49\u7ebf\u7d22\u663e\u5f0f\u4fdd\u7559\u4e0b\u6765\uff0c\u63d0\u524d\u5bf9\u9f50\u5219\u8ba9\u8fd9\u4e9b\u7ebf\u7d22\u5728\u68c0\u7d22\u4e4b\u524d\u5c31\u5177\u6709\u5171\u540c\u7684\u4e8b\u4ef6\u5f52\u5c5e\u3002\u4e24\u8005\u7ed3\u5408\uff0c\u4f7f\u591a\u6a21\u6001\u89c2\u5bdf\u66f4\u5bb9\u6613\u8f6c\u5316\u4e3a\u53ef\u68c0\u7d22\u3001\u53ef\u7528\u4e8e\u56de\u7b54\u7684\u8bc1\u636e\u3002<\/p>\n

    06\uff5c\u628a\u6574\u7406\u5de5\u4f5c\u63d0\u524d\uff0c\u8ba9\u53cd\u590d\u95ee\u7b54\u66f4\u8f7b<\/h2>\n

    \u5728 EgoLifeQA \u7684\u63a8\u7406\u6548\u7387\u5bf9\u6bd4\u4e2d\uff0cEM\u00b2Mem \u76f8\u6bd4 WorldMM\uff1a<\/p>\n

      \n
    • \u5355\u6b21\u95ee\u7b54\u5e73\u5747\u8017\u65f6\u4ece 459.00 \u79d2\u964d\u81f3 98.21 \u79d2\uff0c\u7ea6\u52a0\u901f 4.67 \u500d\u3002<\/li>\n
    • \u8bc4\u6d4b\u4e2d\u63a8\u7406\u9636\u6bb5\u7684\u603b token \u7528\u91cf\u4ece 42.03M \u964d\u81f3 15.27M\uff0c\u51cf\u5c11 63.66%\u3002<\/li>\n<\/ul>\n

      \u8fd9\u4e9b\u6536\u76ca\u6765\u81ea\u5df2\u7ecf\u7ec4\u7ec7\u597d\u7684\u4e8b\u4ef6\u8bb0\u5fc6\uff1a\u63d0\u95ee\u65f6\u53ef\u4ee5\u8bfb\u53d6\u3001\u7b5b\u9009\u76f8\u5173\u8bc1\u636e\uff0c\u51cf\u5c11\u4e34\u65f6\u6574\u7406\u591a\u6a21\u6001\u7ebf\u7d22\u7684\u5de5\u4f5c\u3002<\/p>\n

      \u66f4\u91cd\u8981\u7684\u662f\uff0c\u8bb0\u5fc6\u6784\u5efa\u4e00\u6b21\uff0c\u540e\u7eed\u67e5\u8be2\u5c31\u53ef\u4ee5\u6301\u7eed\u590d\u7528\u3002\u968f\u7740\u63d0\u95ee\u6b21\u6570\u589e\u52a0\uff0c\u6784\u5efa\u5f00\u9500\u88ab\u9010\u6b65\u5206\u644a\uff0c\u8f83\u4f4e\u7684\u5355\u6b21\u67e5\u8be2\u6210\u672c\u4f1a\u8fdb\u4e00\u6b65\u8f6c\u5316\u4e3a\u7aef\u5230\u7aef\u7684\u4f18\u52bf\u3002\u5728\u8bba\u6587\u7684 EgoLifeQA \u8bc4\u6d4b\u4e2d\uff0c\u8ba1\u5165\u8bb0\u5fc6\u6784\u5efa\u4e0e 500 \u6b21\u95ee\u7b54\u540e\uff0c\u7aef\u5230\u7aef\u603b\u8017\u65f6\u4ece WorldMM \u7684 318,210 \u79d2\u964d\u81f3 105,160 \u79d2\uff0c\u7ea6\u52a0\u901f 3.03 \u500d\u3002<\/p>\n

      \u9644\u5f55\u8fdb\u4e00\u6b65\u5206\u6790\u4e86\u67e5\u8be2\u6b21\u6570\u4e0e\u7d2f\u8ba1\u6210\u672c\u7684\u5173\u7cfb\u3002\u6309\u8bba\u6587\u5b9e\u9645\u8bc4\u6d4b\u6267\u884c\u6d41\u7a0b\u4f30\u7b97\uff0c\u7ea6 24 \u6b21\u67e5\u8be2\u5373\u53ef\u644a\u5e73\u989d\u5916\u7684\u6784\u5efa\u65f6\u95f4\u3002\u6309\u8f93\u5165\u4e0e\u8f93\u51fa token \u7b49\u6743\u8ba1\u6570\uff0c\u7ea6 536 \u6b21\u67e5\u8be2\u540e\uff0c\u5305\u542b\u6784\u5efa\u9636\u6bb5\u7684\u603b token \u7528\u91cf\u4e5f\u5f00\u59cb\u4f4e\u4e8e WorldMM\u3002\u7ee7\u7eed\u590d\u7528\u540c\u4e00\u4efd\u8bb0\u5fc6\u65f6\uff0c\u7aef\u5230\u7aef\u5e73\u5747\u6bcf\u6b21\u67e5\u8be2\u7684\u8017\u65f6\u548c token \u7528\u91cf\u90fd\u80fd\u8fdb\u4e00\u6b65\u4f53\u73b0 EM\u00b2Mem \u7684\u4f18\u52bf\u3002<\/p>\n

      \"\u56fe\u7247\"<\/p>\n

      \u56fe 6\uff5c\u5305\u542b\u8bb0\u5fc6\u6784\u5efa\u4e0e\u540e\u7eed\u95ee\u7b54\u7684\u7d2f\u8ba1\u5f00\u9500\u3002\u67f1\u72b6\u56fe\u5bf9\u5e94\u603b\u8017\u65f6\uff0c\u6298\u7ebf\u5bf9\u5e94\u603b token \u7528\u91cf\uff0c\u7ad6\u5411\u865a\u7ebf\u6807\u793a\u4e24\u79cd\u6210\u672c\u5404\u81ea\u7684\u4ea4\u70b9\u3002\u8d85\u8fc7\u76f8\u5e94\u4ea4\u70b9\u540e\uff0cEM\u00b2Mem \u7684\u7d2f\u8ba1\u5f00\u9500\u53ca\u5747\u644a\u5230\u6bcf\u6b21\u67e5\u8be2\u7684\u5f00\u9500\u5747\u4f4e\u4e8e WorldMM\u3002\u8017\u65f6\u91c7\u7528\u8bba\u6587\u7684\u5b9e\u9645\u8bc4\u6d4b\u6267\u884c\u6d41\u7a0b\u53e3\u5f84\uff0ctoken \u6309\u6570\u91cf\u7b49\u6743\u7edf\u8ba1\u3002<\/p>\n

      \u8fd9\u4e5f\u5951\u5408\u957f\u671f\u8bb0\u5fc6\u7684\u4f7f\u7528\u65b9\u5f0f\u3002\u4e2a\u4eba\u7ecf\u5386\u3001\u89c6\u9891\u6863\u6848\u6216\u4f01\u4e1a\u77e5\u8bc6\u901a\u5e38\u4f1a\u88ab\u591a\u6b21\u67e5\u8be2\uff0c\u63d0\u524d\u7ec4\u7ec7\u597d\u7684\u4e8b\u4ef6\u8bb0\u5fc6\u80fd\u591f\u5728\u6301\u7eed\u4f7f\u7528\u4e2d\u53d1\u6325\u4ef7\u503c\u3002\u9047\u5230\u9700\u8981\u786e\u8ba4\u989c\u8272\u3001\u5c0f\u7269\u4f53\u7b49\u89c6\u89c9\u7ec6\u8282\u7684\u95ee\u9898\u65f6\uff0c\u7cfb\u7edf\u8fd8\u53ef\u4ee5\u56de\u5230\u5173\u952e\u5e27\u6838\u9a8c\u3002<\/p>\n

      \u4ece\u8bb0\u5fc6\u7814\u7a76\u5230\u5e94\u7528\uff1a\u591a\u6a21\u6001\u667a\u80fd\u4f53\u8bb0\u5fc6\u7cfb\u7edf LightMem-Ego<\/h2>\n

      \u57fa\u4e8e EM\u00b2Mem\uff0c\u56e2\u961f\u8fdb\u4e00\u6b65\u642d\u5efa\u4e86\u591a\u6a21\u6001\u667a\u80fd\u4f53\u8bb0\u5fc6\u7cfb\u7edf LightMem-Ego\uff0c\u5e76\u63d0\u4f9b\u4e86 2 \u4e2a\u5e94\u7528\u6848\u4f8b\uff0c\u8ba9\u591a\u6a21\u6001\u957f\u671f\u8bb0\u5fc6\u8d70\u8fdb\u65e5\u5e38\u751f\u6d3b\u4e0e\u79d1\u7814\u5de5\u4f5c\u3002<\/p>\n

      \u4e2a\u4eba\u751f\u6d3b\u52a9\u624b\uff1a\u8ba9 AI \u8bb0\u4f4f\u751f\u6d3b\u4e2d\u7684\u70b9\u70b9\u6ef4\u6ef4\u3002\u901a\u8fc7\u624b\u673a\u548c\u667a\u80fd\u773c\u955c\u8bb0\u5f55\u65e5\u5e38\u7ecf\u5386\uff0cAI \u53ef\u4ee5\u5e2e\u52a9\u7528\u6237\u627e\u56de\u968f\u624b\u653e\u7f6e\u7684\u7269\u54c1\u3001\u56de\u987e\u8fc7\u53bb\u7684\u5bf9\u8bdd\u3001\u6574\u7406\u751f\u6d3b\u7b14\u8bb0\uff0c\u6253\u9020\u4e2a\u6027\u5316\u52a9\u7406\u3002<\/strong><\/p>\n

      \"\u56fe\u7247\"<\/p>\n

      \u79d1\u5b66\u5b9e\u9a8c\u5ba4\u52a9\u624b\uff1a\u8ba9 AI \u8bb0\u4f4f\u5b9e\u9a8c\u8fc7\u7a0b\u3002\u901a\u8fc7\u6301\u7eed\u8bb0\u5f55\u5b9e\u9a8c\u8fc7\u7a0b\u4e2d\u7684\u89c6\u9891\u3001\u64cd\u4f5c\u548c\u5bf9\u8bdd\uff0cAI \u53ef\u4ee5\u5e2e\u52a9\u79d1\u7814\u4eba\u5458\u56de\u6eaf\u5b9e\u9a8c\u6b65\u9aa4\u3001\u67e5\u627e\u5173\u952e\u64cd\u4f5c\u4e0e\u5b9e\u9a8c\u73b0\u8c61\uff0c\u6574\u7406\u5b9e\u9a8c\u8bb0\u5f55\uff0c\u4e3a\u79d1\u5b66\u5b9e\u9a8c\u5de5\u4f5c\u63d0\u4f9b\u5e2e\u52a9\u3002<\/strong><\/p>\n

        \n
      • LightMem-Ego \u6280\u672f\u62a5\u544a\uff1ahttps:\/\/arxiv.org\/abs\/2607.11487<\/li>\n
      • \u67e5\u770b\u7cfb\u7edf\u6280\u672f\u7ec6\u8282\uff1ahttps:\/\/github.com\/zjunlp\/LightMem-Ego<\/li>\n<\/ul>\n

        LightMem-Ego \u7531\u9648\u6bc5\u4fca\u3001\u8096\u535a\u827a\u3001\u8d75\u4e00\u5148\u3001\u4f55\u6ea2\u3001\u590f\u6d69\u5ead\u3001\u90ed\u54cd\u5b87\u3001\u5f90\u6b65\u5f3a\u7b49\u540c\u5b66\u5171\u540c\u5f00\u53d1\u3002<\/p>\n<\/div>\n<\/div>\n

         <\/p>\n

        \u6587\u7ae0\u6765\u81ea\uff1a51CTO<\/p>\n

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        \u6765\u81ea\u6d59\u6c5f\u5927\u5b66\u4e0e\u8054\u60f3\u96c6\u56e2\u7684\u7814\u7a76\u56e2\u961f\u5408\u4f5c\u63d0\u51fa EM\u00b2Mem\uff08Event-Centric Multimodal Me […]<\/p>\n

        <\/div>\n

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        <\/div>\n","protected":false},"author":56,"featured_media":30852,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"publish_to_discourse":"0","publish_post_category":"5","wpdc_auto_publish_overridden":"","wpdc_topic_tags":"","wpdc_pin_topic":"","wpdc_pin_until":"","discourse_post_id":"","discourse_permalink":"","wpdc_publishing_response":"","wpdc_publishing_error":"","footnotes":""},"categories":[3,23,2327],"tags":[2351],"class_list":["post-30851","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai","category-23","tag-emnlp-2026emmem"],"_links":{"self":[{"href":"https:\/\/www.ixpower.cn\/index.php\/wp-json\/wp\/v2\/posts\/30851","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.ixpower.cn\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.ixpower.cn\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.ixpower.cn\/index.php\/wp-json\/wp\/v2\/users\/56"}],"replies":[{"embeddable":true,"href":"https:\/\/www.ixpower.cn\/index.php\/wp-json\/wp\/v2\/comments?post=30851"}],"version-history":[{"count":1,"href":"https:\/\/www.ixpower.cn\/index.php\/wp-json\/wp\/v2\/posts\/30851\/revisions"}],"predecessor-version":[{"id":30860,"href":"https:\/\/www.ixpower.cn\/index.php\/wp-json\/wp\/v2\/posts\/30851\/revisions\/30860"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.ixpower.cn\/index.php\/wp-json\/wp\/v2\/media\/30852"}],"wp:attachment":[{"href":"https:\/\/www.ixpower.cn\/index.php\/wp-json\/wp\/v2\/media?parent=30851"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.ixpower.cn\/index.php\/wp-json\/wp\/v2\/categories?post=30851"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.ixpower.cn\/index.php\/wp-json\/wp\/v2\/tags?post=30851"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}