{"id":2206,"date":"2026-11-04T15:11:14","date_gmt":"2026-11-04T07:11:14","guid":{"rendered":"https:\/\/www.translab.top\/?p=2206"},"modified":"2026-11-04T15:11:17","modified_gmt":"2026-11-04T07:11:17","slug":"%e3%80%8cep54%c2%b7%e8%ae%ba%e6%96%87%e6%88%90%e6%9e%9c%e6%92%b7%e8%8b%b1%e3%80%8d-%e4%ba%ba%e5%b7%a5%e6%99%ba%e8%83%bd%e9%a1%b6%e4%bc%9aneurips-2026%ef%bc%9a%e9%9d%a2%e5%90%91","status":"publish","type":"post","link":"https:\/\/www.translab.top\/index.php\/2026\/11\/04\/%e3%80%8cep54%c2%b7%e8%ae%ba%e6%96%87%e6%88%90%e6%9e%9c%e6%92%b7%e8%8b%b1%e3%80%8d-%e4%ba%ba%e5%b7%a5%e6%99%ba%e8%83%bd%e9%a1%b6%e4%bc%9aneurips-2026%ef%bc%9a%e9%9d%a2%e5%90%91\/","title":{"rendered":"\u300cEP54\u00b7\u8bba\u6587\u6210\u679c\u64b7\u82f1\u300d\u2014\u2014\u4eba\u5de5\u667a\u80fd\u9876\u4f1aNeurIPS 2026\uff1a\u9762\u5411\u80fd\u6e90\u7cfb\u7edf\u51b3\u7b56\u7684\u5927\u6a21\u578b\u65f6\u95f4\u56e0\u679c\u795e\u7ecf\u7b26\u53f7\u6846\u67b6"},"content":{"rendered":"\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"622\" src=\"https:\/\/www.translab.top\/wp-content\/uploads\/2026\/11\/1-1024x622.jpg\" alt=\"\" class=\"wp-image-2212\" srcset=\"https:\/\/www.translab.top\/wp-content\/uploads\/2026\/11\/1-1024x622.jpg 1024w, https:\/\/www.translab.top\/wp-content\/uploads\/2026\/11\/1-300x182.jpg 300w, https:\/\/www.translab.top\/wp-content\/uploads\/2026\/11\/1-767x466.jpg 767w, https:\/\/www.translab.top\/wp-content\/uploads\/2026\/11\/1.jpg 1500w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">2026\u5e749\u6708\uff0cTRANS\u8bfe\u9898\u7ec4\u6700\u65b0\u7814\u7a76\u6210\u679c\u300aFrom document layout to causal topology: An end-to-end architecture for temporal causal reasoning\u300b\u88abNeurIPS 2026\u5f55\u7528\u3002NeurIPS 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class=\"wp-block-paragraph\"><strong>\u8bba\u6587\u7b2c\u4e00\u4f5c\u8005\u4e3aTRANS\u8bfe\u9898\u7ec4\u535a\u58eb\u751f\u6768\u667a\u950b\uff0c\u901a\u8baf\u4f5c\u8005\u4e3a\u6b27\u58eb\u742a\u6559\u6388\uff0c\u5408\u4f5c\u4f5c\u8005\u5305\u62ecTRANS\u8bfe\u9898\u7ec4\u672c\u79d1\u751f\u7f57\u709c\u3001\u7814\u7a76\u751f\u9648\u6c38\u5065\u3002\u8be5\u7814\u7a76\u5f97\u5230\u4e86\u534e\u5357\u7406\u5de5-\u6c99\u7279\u963f\u7f8e\u5408\u4f5c\u9879\u76ee\u3001\u5e7f\u4e1c\u7701\u4eba\u624d\u5f15\u8fdb\u56e2\u961f\u9879\u76ee\u4ee5\u53ca\u7436\u6d32\u5b9e\u9a8c\u5ba4\u7684\u652f\u6301\u3002<br><\/strong><\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>1<\/strong> <strong>\u8bba\u6587\u6458\u8981<\/strong><strong><\/strong><\/h4>\n\n\n\n<p 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class=\"wp-block-heading\"><strong>2 TempoCausal<\/strong><strong>\u57fa\u51c6\u6784\u5efa<\/strong><strong><\/strong><\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">\u73b0\u6709\u65f6\u5e8f\u63a8\u7406\u57fa\u51c6\u4e3b\u8981\u57fa\u4e8e\u663e\u5f0f\u65f6\u95f4\u6233\u8fdb\u884c\u951a\u5b9a\u63d0\u95ee\uff0c\u6a21\u578b\u6613\u901a\u8fc7\u6d45\u5c42\u5339\u914d\u76f4\u63a5\u4f5c\u7b54\uff0c\u96be\u4ee5\u89e6\u53ca\u6df1\u5c42\u65f6\u5e8f\u56e0\u679c\u63a8\u7406\u3002\u7136\u800c\u5728\u80fd\u6e90\u8c03\u5ea6\u3001\u4f9b\u5e94\u94fe\u534f\u540c\u4e0e\u5de5\u4e1a\u8bbe\u5907\u8fd0\u7ef4\u7b49\u573a\u666f\u4e2d\uff0c\u8fd0\u884c\u65e5\u5fd7\u3001\u8c03\u5ea6\u8bb0\u5f55\u4e0e\u4e8b\u4ef6\u6587\u672c\u901a\u5e38\u5177\u6709\u8f83\u957f\u7684\u65f6\u95f4\u8de8\u5ea6\uff0c\u4e14\u5206\u6790\u4efb\u52a1\u5e38\u6d89\u53ca\u9690\u5f0f\u65f6\u95f4\u8fb9\u754c\u3001\u591a\u5b9e\u4f53\u72b6\u6001\u534f\u540c\u53d8\u5316\u53ca\u957f\u7a0b\u56e0\u679c\u6ede\u540e\u7b49\u7279\u5f81\u3002\u4e3a\u7cfb\u7edf\u8bc4\u4f30\u5927\u8bed\u8a00\u6a21\u578b\u5728\u4e0a\u8ff0\u590d\u6742\u573a\u666f\u4e0b\u7684\u65f6\u5e8f\u56e0\u679c\u63a8\u7406\u80fd\u529b\uff0c\u672c\u7814\u7a76\u57fa\u4e8eTimeQA-Hard\u57fa\u51c6\u6837\u672c\u6784\u5efa\u4e86TempoCausal\u57fa\u51c6\uff0c\u901a\u8fc7\u91c7\u7528\u4e94\u7ef4\u91cd\u6784\u8303\u5f0f\u5c06\u7ebf\u6027\u65f6\u5e8f\u95ee\u7b54\u8f6c\u5316\u4e3a\u7ed3\u6784\u5316\u65f6\u5e8f\u56e0\u679c\u63a8\u7406\u4efb\u52a1\u3002TempoCausal\u57fa\u51c6\u5305\u62ec\u9690\u5f0f\u65f6\u95f4\u7a97\u53e3\u4e0e\u6761\u4ef6\u8fc7\u6ee4\u3001\u5e76\u53d1\u591a\u5b9e\u4f53\u72b6\u6001\u8ffd\u8e2a\u3001\u65f6\u5e8f\u6ede\u540e\u4e0e\u591a\u8df3\u4f9d\u8d56\u3001\u53cd\u4e8b\u5b9e\u7ea7\u8054\u63a8\u6f14\u4e0e\u5fae\u5c0f\u6270\u52a8\u7684\u6ede\u540e\u653e\u5927\u6548\u5e94\u4e94\u4e2a\u7ef4\u5ea6\uff0c\u5171\u5305\u62ec6000\u4e2a\u590d\u6742\u65f6\u5e8f\u56e0\u679c\u63a8\u7406\u95ee\u9898\uff0c\u6709\u6548\u5f25\u8865\u4e86\u5f53\u524d\u7684\u7814\u7a76\u7a7a\u767d\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>3<\/strong> <strong>\u7814\u7a76\u65b9\u6cd5<\/strong><strong><\/strong><\/h4>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\uff081\uff09TCR-Agent<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">TCR-Agent\u91c7\u7528\u795e\u7ecf\u7b26\u53f7\u63a8\u7406\u67b6\u6784\uff0c\u901a\u8fc7\u56e0\u679c\u56fe\u62bd\u53d6\u3001\u53cd\u4e8b\u5b9e\u5e72\u9884\u4e0e\u53cc\u8f68\u63a8\u7406\u4e09\u4e2a\u6838\u5fc3\u73af\u8282\uff0c\u5b9e\u73b0\u5bf9\u8fd0\u884c\u65e5\u5fd7\u3001\u8c03\u5ea6\u8bb0\u5f55\u7b49\u590d\u6742\u4e8b\u4ef6\u62d3\u6251\u7684\u663e\u5f0f\u5efa\u6a21\u3002\u8be5\u6846\u67b6\u878d\u5408\u4e86\u7ed3\u6784\u56e0\u679c\u6a21\u578b\uff08SCM\uff09\u4e0e\u6f5c\u5728\u7ed3\u679c\u6846\u67b6\uff08POF\uff09\uff0cSCM\u4e3a\u56e0\u679c\u62d3\u6251\u63d0\u4f9b\u5f62\u5f0f\u5316\u8868\u793a\u4e0e\u64cd\u4f5c\uff0cPOF\u5219\u7528\u4e8e\u8bc4\u4f30\u53cd\u4e8b\u5b9e\u8bbe\u5b9a\u4e0b\u7684\u6f14\u53d8\u7ed3\u679c\u3002TCR-Agent\u7684\u6838\u5fc3\u5728\u4e8e\u5229\u7528\u56fe\u7ed3\u6784\u6784\u5efa\u6f5c\u5728\u7684\u56e0\u679c\u5173\u7cfb\uff0c\u4f7f\u5927\u8bed\u8a00\u6a21\u578b\u80fd\u591f\u5728\u4e0d\u8c03\u6574\u5185\u90e8\u53c2\u6570\u7684\u524d\u63d0\u4e0b\uff0c\u6267\u884c\u53cd\u4e8b\u5b9e\u63a8\u7406\u4e0e\u591a\u8df3\u65f6\u5e8f\u63a8\u6f14\uff0c\u4e3a\u6545\u969c\u8bca\u65ad\u3001\u4f9b\u5e94\u5206\u6790\u7b49\u590d\u6742\u4efb\u52a1\u63d0\u4f9b\u6709\u6548\u652f\u6301\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\uff082\uff09TCR-Former<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">TCR-Former\u5c06TCR-Agent\u67b6\u6784\u4e2d\u7684\u65f6\u5e8f\u56e0\u679c\u5efa\u6a21\u903b\u8f91\u5185\u5316\u81f3Transformer\u524d\u5411\u8ba1\u7b97\u94fe\u8def\uff0c\u7531\u65f6\u5e8f\u56e0\u679c\u7f16\u7801\u5668\u4e0e\u63a8\u7406\u89e3\u7801\u5668\u4e24\u90e8\u5206\u6784\u6210\u3002\u7f16\u7801\u5668\u5728\u6587\u672c\u4ee4\u724c\u4e4b\u5916\u5f15\u5165\u53ef\u5b66\u4e60\u7684\u4e8b\u4ef6\u951a\u70b9\u4e0e\u65f6\u95f4\u8de8\u5ea6\u504f\u7f6e\uff0c\u901a\u8fc7\u56e0\u679c\u62d3\u6251\u6ce8\u610f\u529b\u63a9\u7801\u533a\u5206\u6587\u672c\u95f4\u7684\u53cc\u5411\u8bed\u4e49\u7406\u89e3\u4e0e\u4e8b\u4ef6\u67e5\u8be2\u95f4\u7684\u56e0\u679c\u987a\u5e8f\u7ea6\u675f\uff0c\u5e76\u53e0\u52a0\u65f6\u95f4\u611f\u77e5\u504f\u7f6e\u4e0e\u8f85\u52a9\u65f6\u95f4\u6233\u9884\u6d4b\uff0c\u4ece\u8fd0\u884c\u65e5\u5fd7\u3001\u8c03\u5ea6\u8bb0\u5f55\u7b49\u788e\u7247\u5316\u53d9\u4e8b\u4e2d\u62bd\u53d6\u9ad8\u7ef4\u56e0\u679c\u6f5c\u53d8\u91cf\u3002\u89e3\u7801\u5668\u901a\u8fc7\u975e\u7ebf\u6027\u6295\u5f71\u5668\u5bf9\u9f50\u6f5c\u53d8\u91cf\u540e\uff0c\u91c7\u7528\u4e8b\u5b9e\u4e0e\u903b\u8f91\u65c1\u8def\u878d\u5408\u7b56\u7565\uff0c\u5c06\u539f\u59cb\u6587\u672c\u5d4c\u5165\u3001\u56e0\u679c\u6f5c\u53d8\u91cf\u4e0e\u7528\u6237\u67e5\u8be2\u6307\u4ee4\u5171\u540c\u9988\u5165\u81ea\u56de\u5f52\u751f\u6210\u3002\u8be5\u67b6\u6784\u652f\u6301\u5728\u6ce8\u610f\u529b\u5c42\u9762\u6267\u884c\u539f\u751f\u53cd\u4e8b\u5b9e\u5e72\u9884\uff0c\u901a\u8fc7\u62d3\u6251\u526a\u679d\u5207\u65ad\u76ee\u6807\u4e8b\u4ef6\u7684\u56e0\u679c\u8fde\u63a5\uff0c\u4f7f\u6a21\u578b\u65e0\u9700\u91cd\u65b0\u7f16\u7801\u6216\u8c03\u7528\u5916\u90e8\u56fe\u5f15\u64ce\u5373\u53ef\u5b8c\u6210\u53cd\u4e8b\u5b9e\u63a8\u6f14\uff0c\u4ece\u800c\u5b9e\u73b0\u7aef\u5230\u7aef\u7684\u65f6\u5e8f\u56e0\u679c\u62d3\u6251\u611f\u77e5\u4e0e\u63a8\u7406\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"535\" src=\"https:\/\/www.translab.top\/wp-content\/uploads\/2026\/11\/2-1-1024x535.png\" alt=\"\" class=\"wp-image-2213\" srcset=\"https:\/\/www.translab.top\/wp-content\/uploads\/2026\/11\/2-1-1024x535.png 1024w, https:\/\/www.translab.top\/wp-content\/uploads\/2026\/11\/2-1-300x157.png 300w, https:\/\/www.translab.top\/wp-content\/uploads\/2026\/11\/2-1-767x401.png 767w, https:\/\/www.translab.top\/wp-content\/uploads\/2026\/11\/2-1-1536x803.png 1536w, https:\/\/www.translab.top\/wp-content\/uploads\/2026\/11\/2-1-2048x1071.png 2048w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p class=\"has-text-align-center wp-block-paragraph\"><strong>\u56fe<\/strong> \u878d\u5408\u56e0\u679c\u62d3\u6251\u6ce8\u610f\u529b\u4e0e\u65f6\u95f4\u8de8\u5ea6\u504f\u7f6e\u7684TCR-Former\u67b6\u6784<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>4<\/strong> <strong>\u7814\u7a76\u7ed3\u679c<\/strong><strong><\/strong><\/h4>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\uff081\uff09TempoCausal\u57fa\u51c6\u5b9e\u9a8c\u7ed3\u679c<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"298\" src=\"https:\/\/www.translab.top\/wp-content\/uploads\/2026\/11\/3-1024x298.png\" alt=\"\" class=\"wp-image-2214\" srcset=\"https:\/\/www.translab.top\/wp-content\/uploads\/2026\/11\/3-1024x298.png 1024w, https:\/\/www.translab.top\/wp-content\/uploads\/2026\/11\/3-300x87.png 300w, https:\/\/www.translab.top\/wp-content\/uploads\/2026\/11\/3-767x223.png 767w, https:\/\/www.translab.top\/wp-content\/uploads\/2026\/11\/3-1536x446.png 1536w, https:\/\/www.translab.top\/wp-content\/uploads\/2026\/11\/3-2048x595.png 2048w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p class=\"has-text-align-center wp-block-paragraph\"><strong>\u56fe<\/strong> TempoCausal\u57fa\u51c6\u5b9e\u9a8c\u7ed3\u679c\uff08\u4f5c\u7b54\u51c6\u786e\u7387\uff09<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u57fa\u4e8eTempoCausal\u57fa\u51c6\u7684\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0c\u590d\u6742\u65f6\u5e8f\u56e0\u679c\u63a8\u7406\u5bf9\u73b0\u6709LLM\u6784\u6210\u4e25\u5cfb\u6311\u6218\u3002GPT-5.4\u7684\u5e73\u5747\u51c6\u786e\u7387\u4ec5\u4e3a51.3%\uff0c\u66b4\u9732\u4e86\u4f20\u7edf\u81ea\u56de\u5f52\u6a21\u578b\u5728\u5e94\u5bf9\u9690\u5f0f\u65f6\u95f4\u7a97\u53e3\u3001\u957f\u7a0b\u6ede\u540e\u4f9d\u8d56\u4e0e\u53cd\u4e8b\u5b9e\u63a8\u6f14\u65f6\u7684\u6839\u672c\u5c40\u9650\u3002TG-LLM\u3001Time-CoT\u4e0eTISER\u7b49\u65b9\u6cd5\u63d0\u5347\u6709\u9650\uff0c\u8868\u660e\u5916\u5c42\u63d0\u793a\u5de5\u7a0b\u96be\u4ee5\u7cfb\u7edf\u6027\u89e3\u51b3\u6df1\u5c42\u62d3\u6251\u63a8\u7406\u95ee\u9898\u3002\u76f8\u6bd4\u4e4b\u4e0b\uff0cTCR-Agent\u5728\u6240\u6709\u57fa\u5ea7\u6a21\u578b\u4e0a\u5747\u8d85\u8d8a\u514d\u8bad\u7ec3\u57fa\u7ebf\uff0c\u4ee5GPT-5.4\u4e3a\u57fa\u5ea7\u6a21\u578b\u65f6\u5e73\u5747\u51c6\u786e\u7387\u8fbe70.4%\uff0c\u8f83\u6700\u4f73\u57fa\u7ebfTISER\u63d0\u534711.2\u4e2a\u767e\u5206\u70b9\u3002\u5728\u6b64\u57fa\u7840\u4e0a\uff0cTCR-Former\u5c06\u7ed3\u6784\u611f\u77e5\u5185\u5316\u81f3\u6a21\u578b\u8ba1\u7b97\uff0c\u5b9e\u73b0\u4e86\u6027\u80fd\u7684\u4e8c\u6b21\u8dc3\u5347\uff0c\u5176\u57fa\u4e8eQwen-3-8B\u7684\u5e73\u5747\u51c6\u786e\u7387\u4e3a75.7%\uff0c\u5168\u9762\u9886\u5148\u4e8e\u6240\u6709\u5bf9\u6bd4\u65b9\u6848\u3002\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\u56e0\u679c\u62d3\u6251\u6ce8\u610f\u529b\u63a9\u7801\u4e0e\u65f6\u95f4\u8de8\u5ea6\u504f\u7f6e\u7b49\u8bbe\u8ba1\u5c06\u62d3\u6251\u63a8\u7406\u5148\u9a8c\u7f16\u7801\u81f3\u524d\u5411\u8ba1\u7b97\uff0c\u6709\u6548\u5f25\u5408\u4e86\u8de8\u6a21\u6001\u4e0e\u795e\u7ecf\u7b26\u53f7\u8f6c\u6362\u7684\u8bed\u4e49\u9e3f\u6c9f\uff0c\u4e3a\u80fd\u6e90\u4e0e\u5de5\u4e1a\u51b3\u7b56\u4e2d\u7684\u65f6\u5e8f\u56e0\u679c\u63a8\u7406\u4efb\u52a1\u63d0\u4f9b\u4e86\u53ef\u9760\u89e3\u51b3\u65b9\u6848\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\uff082\uff09\u57df\u5916\u6cdb\u5316\u6027\u6d4b\u8bd5\u5b9e\u9a8c\u7ed3\u679c<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e3a\u8bc4\u4f30\u6a21\u578b\u7684\u6cdb\u5316\u80fd\u529b\uff0c\u672c\u7814\u7a76\u5728\u5e7f\u6cdb\u4f7f\u7528\u7684\u65f6\u5e8f\u63a8\u7406\u57fa\u51c6TempReason\uff08L3\uff09\u4e0eTGQA\u4e0a\u5f00\u5c55\u6d4b\u8bd5\u3002\u5b9e\u9a8c\u7ed3\u679c\u663e\u793a\uff0cTCR-Former\u5728TempReason\uff08L3\uff09\u57fa\u51c6\u4e0a\u7684EM\u4e3a95.4%\uff0c\u5728TGQA\u57fa\u51c6\u4e0aEM\u4e3a91.9%\uff0c\u5747\u8d85\u8d8a\u73b0\u6709SOTA\u65b9\u6cd5\u3002\u8fd9\u8bf4\u660e\u6240\u63d0\u67b6\u6784\u5728\u590d\u6742\u65f6\u5e8f\u56e0\u679c\u63a8\u7406\u4e4b\u5916\u4ecd\u5177\u5907\u4f18\u79c0\u7684\u6cdb\u5316\u6027\uff0c\u4ece\u6839\u672c\u4e0a\u5f3a\u5316\u4e86\u8bed\u8a00\u6a21\u578b\u7684\u65f6\u5e8f\u56e0\u679c\u611f\u77e5\u4e0e\u63a8\u7406\u80fd\u529b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u8868<\/strong> \u57df\u5916\u6cdb\u5316\u6027\u6d4b\u8bd5\u5b9e\u9a8c\u7ed3\u679c<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"556\" src=\"https:\/\/www.translab.top\/wp-content\/uploads\/2026\/11\/4-1024x556.png\" alt=\"\" class=\"wp-image-2215\" srcset=\"https:\/\/www.translab.top\/wp-content\/uploads\/2026\/11\/4-1024x556.png 1024w, https:\/\/www.translab.top\/wp-content\/uploads\/2026\/11\/4-300x163.png 300w, https:\/\/www.translab.top\/wp-content\/uploads\/2026\/11\/4-767x416.png 767w, https:\/\/www.translab.top\/wp-content\/uploads\/2026\/11\/4.png 1080w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\uff083\uff09\u56e0\u679c\u62bd\u53d6\u56fe\u9c81\u68d2\u6027\u5206\u6790<\/strong><\/p>\n\n\n\n<p 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class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"705\" src=\"https:\/\/www.translab.top\/wp-content\/uploads\/2026\/11\/5-1024x705.jpg\" alt=\"\" class=\"wp-image-2216\" srcset=\"https:\/\/www.translab.top\/wp-content\/uploads\/2026\/11\/5-1024x705.jpg 1024w, https:\/\/www.translab.top\/wp-content\/uploads\/2026\/11\/5-300x207.jpg 300w, https:\/\/www.translab.top\/wp-content\/uploads\/2026\/11\/5-767x528.jpg 767w, https:\/\/www.translab.top\/wp-content\/uploads\/2026\/11\/5-1536x1058.jpg 1536w, https:\/\/www.translab.top\/wp-content\/uploads\/2026\/11\/5-2048x1410.jpg 2048w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u56fe<\/strong> \u56e0\u679c\u62bd\u53d6\u56fe\u9c81\u68d2\u6027\u5206\u6790\u5b9e\u9a8c\u7ed3\u679c<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\uff084\uff09\u9519\u8bef\u6837\u672c\u5f52\u56e0\u5206\u6790<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e3a\u7cfb\u7edf\u5256\u6790\u6a21\u578b\u5728\u590d\u6742\u65f6\u5e8f\u4efb\u52a1\u4e2d\u7684\u5931\u6548\u673a\u5236\uff0c\u672c\u7814\u7a76\u5c06\u9519\u8bef\u5f52\u56e0\u603b\u7ed3\u4e3a\u56db\u7c7b\u4e3b\u8981\u7684\u9519\u8bef\u6a21\u5f0f\uff0c\u5305\u62ec\u65f6\u95f4\u8fb9\u754c\u8bef\u5224\u3001\u56e0\u679c\u94fe\u6761\u65ad\u88c2\u3001\u89c4\u5219\u63a8\u6f14\u5931\u914d\u548c\u5176\u4ed6\u9519\u8bef\u3002\u6df1\u5165\u5206\u6790\u5b9e\u9a8c\u7ed3\u679c\uff0c\u672c\u7814\u7a76\u63ed\u793a\u4e86\u5927\u8bed\u8a00\u6a21\u578b\u590d\u6742\u63a8\u7406\u4e2d\u7684\u7ed3\u6784-\u63a8\u7406\u8131\u8282\u73b0\u8c61\uff0c\u5373\u5916\u90e8\u56fe\u7ed3\u6784\u548c\u601d\u7ef4\u94fe\u80fd\u591f\u4f7f\u6a21\u578b\u7684\u63a8\u7406\u7ed3\u6784\u53d8\u5f97\u66f4\u4e3a\u7cbe\u51c6\uff0c\u5374\u672a\u80fd\u4ece\u6839\u672c\u4e0a\u89e3\u51b3\u63a8\u6f14\u80fd\u529b\u4e0d\u8db3\u7684\u95ee\u9898\u3002\u5982\u5b9e\u9a8c\u7ed3\u679c\u6240\u793a\uff0cTCR-Agent\u76f8\u6bd4\u73b0\u6709\u65b9\u6cd5\u5927\u5e45\u51cf\u5c11\u4e86\u65f6\u95f4\u8fb9\u754c\u8bef\u5224\uff088.4%\uff09\u4e0e\u56e0\u679c\u94fe\u6761\u65ad\u88c2\uff089.9%\uff09\u7684\u9519\u8bef\u5360\u6bd4\uff0c\u4f46\u89c4\u5219\u63a8\u6f14\u5931\u914d\u7684\u9519\u8bef\u5360\u6bd4\u4ecd\u9ad8\u8fbe13.0%\uff0c\u51e0\u4e4e\u4e0eTISER\uff0813.8%\uff09\u6301\u5e73\u3002\u8fd9\u8868\u660e\u7ed3\u5408\u5916\u90e8\u56fe\u7ed3\u6784\u4e0e\u601d\u7ef4\u94fe\u8fdb\u884c\u63a8\u7406\uff0c\u4ecd\u96be\u4ee5\u89e3\u51b3\u89c4\u5219\u63a8\u6f14\u5931\u914d\u8fd9\u7c7b\u5bf9\u6df1\u5c42\u63a8\u7406\u80fd\u529b\u8981\u6c42\u66f4\u9ad8\u7684\u9519\u8bef\u7c7b\u578b\u3002\u76f8\u6bd4\u4e4b\u4e0b\uff0cTCR-Former\u5728\u6240\u6709\u4e09\u7c7b\u9519\u8bef\u4e2d\u7684\u5360\u6bd4\u5747\u4e0d\u9ad8\u4e8e3.4%\uff0c\u5176\u4e2d\u89c4\u5219\u63a8\u6f14\u5931\u914d\u4ec5\u4e3a2.8%\uff0c\u8fd9\u8868\u660e\u5c06\u65f6\u5e8f\u56e0\u679c\u5148\u9a8c\u5185\u5316\u81f3Transformer\u6ce8\u610f\u529b\u7a7a\u95f4\uff0c\u80fd\u591f\u6709\u6548\u7f13\u89e3\u7ed3\u6784-\u63a8\u7406\u8131\u8282\u7684\u7cfb\u7edf\u6027\u95ee\u9898\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"703\" src=\"https:\/\/www.translab.top\/wp-content\/uploads\/2026\/11\/6-1024x703.jpg\" alt=\"\" class=\"wp-image-2217\" srcset=\"https:\/\/www.translab.top\/wp-content\/uploads\/2026\/11\/6-1024x703.jpg 1024w, https:\/\/www.translab.top\/wp-content\/uploads\/2026\/11\/6-768x527.jpg 768w, https:\/\/www.translab.top\/wp-content\/uploads\/2026\/11\/6-300x206.jpg 300w, https:\/\/www.translab.top\/wp-content\/uploads\/2026\/11\/6-1536x1055.jpg 1536w, https:\/\/www.translab.top\/wp-content\/uploads\/2026\/11\/6-2048x1406.jpg 2048w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p class=\"has-text-align-center wp-block-paragraph\"><strong>\u56fe<\/strong> \u9519\u8bef\u6837\u672c\u5f52\u56e0\u5206\u6790\u5b9e\u9a8c\u7ed3\u679c<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>5<\/strong> <strong><\/strong><strong>\u7ed3\u8bba\u4e0e\u672a\u6765\u5de5\u4f5c<\/strong><\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">\u672c\u7814\u7a76\u56f4\u7ed5\u5927\u8bed\u8a00\u6a21\u578b\u5728\u590d\u6742\u4e8b\u4ef6\u5e8f\u5217\u4e2d\u7684\u65f6\u5e8f\u56e0\u679c\u63a8\u7406\u96be\u9898\uff0c\u63d0\u51faTCR-Agent\u4e0eTCR-Former\uff0c\u5206\u522b\u4ece\u514d\u8bad\u7ec3\u795e\u7ecf\u7b26\u53f7\u6846\u67b6\u4e0e\u539f\u751f\u5185\u5316\u7684\u56e0\u679c\u67b6\u6784\u4e24\u6761\u8def\u5f84\uff0c\u7cfb\u7edf\u6027\u5730\u89e3\u51b3\u5927\u8bed\u8a00\u6a21\u578b\u5728\u590d\u6742\u53d9\u4e8b\u4e2d\u7684\u65f6\u5e8f\u56e0\u679c\u63a8\u7406\u96be\u9898\u3002\u5728TempoCausal\u57fa\u51c6\u4e0a\uff0cTCR-Agent\u5728\u591a\u4e2a\u6a21\u578b\u4e0a\u5747\u8d85\u8d8a\u73b0\u6709\u7684\u514d\u8bad\u7ec3\u57fa\u7ebf\u3002\u800cTCR-Former\u4ee5\u7ea68.6B\u53c2\u6570\u91cf\u53d6\u5f9775.7%\u7684\u51c6\u786e\u7387\uff0c\u8f83\u5148\u524d\u6700\u4f73\u65b9\u6cd5\u63d0\u534716.5%\uff0c\u7a81\u7834\u4e86\u5916\u90e8\u7b26\u53f7\u7ea6\u675f\u4e0b\u7ed3\u6784-\u63a8\u7406\u8131\u8282\u7684\u74f6\u9888\u3002\u6d88\u878d\u5b9e\u9a8c\u9a8c\u8bc1\u4e86TCR-Agent\u548cTCR-Former\u4e2d\u5404\u4e2a\u7ec4\u4ef6\u7684\u6709\u6548\u6027\uff0c\u4e3a\u80fd\u6e90\u8c03\u5ea6\u3001\u4f9b\u5e94\u94fe\u534f\u540c\u4e0e\u5de5\u4e1a\u8bbe\u5907\u8fd0\u7ef4\u7b49\u573a\u666f\u4e2d\u7684\u65f6\u5e8f\u4f9d\u8d56\u5206\u6790\u4e0e\u957f\u7a0b\u6ede\u540e\u9884\u6d4b\u63d0\u4f9b\u4e86\u9ad8\u6548\u3001\u53ef\u9760\u7684\u63a8\u7406\u8303\u5f0f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u672a\u6765\u7814\u7a76\u5c06\u8fdb\u4e00\u6b65\u7b80\u5316TCR-Former\u7684\u8bad\u7ec3\u6d41\u7a0b\uff0c\u63a2\u7d22\u7aef\u5230\u7aef\u8054\u5408\u4f18\u5316\u3001\u8868\u5f81\u84b8\u998f\u4e0e\u7a00\u758f\u6ce8\u610f\u529b\u673a\u5236\u4ee5\u964d\u4f4e\u52a8\u6001\u63a9\u7801\u5f00\u9500\u3002\u540c\u65f6\u8fdb\u4e00\u6b65\u6df1\u5165\u80fd\u6e90\u4e0e\u5de5\u4e1a\u573a\u666f\uff0c\u7ed3\u5408\u8fd0\u884c\u65e5\u5fd7\u3001\u8c03\u5ea6\u8bb0\u5f55\u4e0e\u5de5\u5355\u6587\u672c\u6784\u5efa\u9886\u57df\u56e0\u679c\u56fe\u4e0e\u8bc4\u6d4b\u96c6\uff0c\u5f00\u5c55\u5927\u8bed\u8a00\u6a21\u578b\u9886\u57df\u9002\u914d\u3001\u5728\u7ebf\u63a8\u7406\u6548\u7387\u4f18\u5316\u4e0e\u53ef\u89e3\u91ca\u5e72\u9884\u9a8c\u8bc1\uff0c\u63a8\u52a8\u65f6\u5e8f\u56e0\u679c\u63a8\u7406\u6df1\u5165\u5b9e\u9645\u51b3\u7b56\u6d41\u7a0b\u3002<strong><\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u539f\u6587\u94fe\u63a5\uff1a<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">https:\/\/doi.org\/10.48550\/arXiv.2610.34094<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>CITATION:<\/strong> <\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Yang, Z., Luo, W., Chen, Y., &amp; Ou, S. (2026). From document layout to causal topology: An end-to-end architecture for temporal causal reasoning. arXiv preprint arXiv:2610.34094. https:\/\/doi.org\/10.48550\/arXiv.2610.34094.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u611f\u8c22\u60a8\u7684\u5173\u6ce8\uff0c\u656c\u8bf7\u671f\u5f85\u66f4\u591a\u56e2\u961f\u52a8\u6001\uff01<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u521d\u7a3f\uff1a\u6768\u667a\u950b<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6392\u7248\uff1a\u9ad8\u4f1f\u654f<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7ec8\u5ba1\uff1a\u6b27\u58eb\u742a<\/p>\n","protected":false},"excerpt":{"rendered":"<p>2026\u5e749\u6708\uff0cTRANS\u8bfe\u9898\u7ec4\u6700\u65b0\u7814\u7a76\u6210\u679c\u300aFrom document layout to causal t [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":2212,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[61],"tags":[],"class_list":["post-2206","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-publications"],"blocksy_meta":[],"jetpack_sharing_enabled":true,"jetpack_featured_media_url":"https:\/\/www.translab.top\/wp-content\/uploads\/2026\/11\/1.jpg","_links":{"self":[{"href":"https:\/\/www.translab.top\/index.php\/wp-json\/wp\/v2\/posts\/2206","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.translab.top\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.translab.top\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.translab.top\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.translab.top\/index.php\/wp-json\/wp\/v2\/comments?post=2206"}],"version-history":[{"count":1,"href":"https:\/\/www.translab.top\/index.php\/wp-json\/wp\/v2\/posts\/2206\/revisions"}],"predecessor-version":[{"id":2218,"href":"https:\/\/www.translab.top\/index.php\/wp-json\/wp\/v2\/posts\/2206\/revisions\/2218"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.translab.top\/index.php\/wp-json\/wp\/v2\/media\/2212"}],"wp:attachment":[{"href":"https:\/\/www.translab.top\/index.php\/wp-json\/wp\/v2\/media?parent=2206"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.translab.top\/index.php\/wp-json\/wp\/v2\/categories?post=2206"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.translab.top\/index.php\/wp-json\/wp\/v2\/tags?post=2206"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}