{"id":36874,"date":"2026-02-04T17:32:56","date_gmt":"2026-02-04T09:32:56","guid":{"rendered":"http:\/\/192.168.10.115\/?p=36874"},"modified":"2026-02-04T17:32:56","modified_gmt":"2026-02-04T09:32:56","slug":"2026-02-04-1-16%e7%ae%97%e5%8a%9b%e6%92%bc%e5%8a%a8sota%ef%bc%81mad%e4%bb%a5%e6%9e%81%e4%bd%8e%e6%88%90%e6%9c%ac%e5%ae%9e%e7%8e%b0%e9%a1%b6%e5%b0%96%e9%a9%be%e9%a9%b6%e4%b8%96%e7%95%8c%e5%bb%ba","status":"publish","type":"post","link":"http:\/\/222.128.65.89:18086\/index.php\/2026\/02\/04\/36874\/","title":{"rendered":"2026-02-04 1\/16\u7b97\u529b\u64bc\u52a8SOTA\uff01MAD\u4ee5\u6781\u4f4e\u6210\u672c\u5b9e\u73b0\u9876\u5c16\u9a7e\u9a76\u4e16\u754c\u5efa\u6a21"},"content":{"rendered":"\n<p>\u539f\u6587\u94fe\u63a5\uff1a<a href=\"https:\/\/zhuanlan.zhihu.com\/p\/2000366691016807932\">https:\/\/zhuanlan.zhihu.com\/p\/2000366691016807932<\/a><\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" 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class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/pica.zhimg.com\/v2-608ca6c91538d41df224752cf1e6e4f4_b.webp\" alt=\"\u52a8\u56fe\"\/><figcaption class=\"wp-element-caption\">\u56fe1\uff5c\u59ff\u6001\u89c6\u9891\u4e00\u89c8\uff08\u4e3b\u8981\u4f53\u73b0\u4e3a\u4eba\u6216\u8005\u8f66\u8f86\u7684\u9aa8\u67b6\uff09<\/figcaption><\/figure>\n\n\n\n<p>\u7b2c\u4e8c\u9636\u6bb5\uff0c\u5728\u5df2\u7ecf\u786e\u5b9a\u597d\u7684\u8fd0\u52a8\u7ed3\u6784\u4e0a\uff0c\u6a21\u578b\u518d\u751f\u6210\u6700\u7ec8\u7684 RGB \u89c6\u9891\uff0c\u628a\u771f\u5b9e\u7684\u5916\u89c2\u3001\u5149\u7167\u548c\u7ec6\u8282\u8865\u5168\u51fa\u6765\u3002<\/p>\n\n\n\n<p>\u4e3a\u4e86\u5b9e\u73b0\u8fd9\u4e00\u70b9\uff0c\u4f5c\u8005\u5e76\u6ca1\u6709\u91cd\u65b0\u8bad\u7ec3\u4e00\u4e2a\u590d\u6742\u7684\u65b0\u6a21\u578b\uff0c\u800c\u662f\u590d\u7528\u4e86\u73b0\u6709\u7684<a href=\"https:\/\/zhida.zhihu.com\/search?content_id=269749019&amp;content_type=Article&amp;match_order=1&amp;q=%E8%A7%86%E9%A2%91%E6%89%A9%E6%95%A3%E6%A8%A1%E5%9E%8B&amp;zhida_source=entity\" target=\"_blank\" rel=\"noreferrer noopener\">\u89c6\u9891\u6269\u6563\u6a21\u578b<\/a>\uff0c\u53ea\u901a\u8fc7\u8f7b\u91cf\u7684\u53c2\u6570\u9002\u914d\uff0c\u8ba9\u540c\u4e00\u4e2a\u6a21\u578b\u5728\u201c\u9884\u6d4b\u8fd0\u52a8\u201d\u548c\u201c\u751f\u6210\u5916\u89c2\u201d\u4e4b\u95f4\u5207\u6362\u89d2\u8272\u3002<\/p>\n\n\n\n<p>\u6362\u53e5\u8bdd\u8bf4\uff0cMAD \u5e76\u4e0d\u662f\u6559\u6a21\u578b\u201c\u753b\u5f97\u66f4\u903c\u771f\u201d\uff0c\u800c\u662f\u5148\u6559\u5b83\u628a<strong>\u9a7e\u9a76\u4e16\u754c\u7684\u52a8\u6001\u903b\u8f91\u60f3\u6e05\u695a<\/strong>\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/pica.zhimg.com\/v2-3f256a451a8060d6636ea3dcf95ebfb4_1440w.jpg\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u56fe2\uff5c\u8fd9\u5f20\u56fe\u7ec6\u5316\u4e86 MAD \u4e2d\u4e24\u4e2a\u6838\u5fc3\u6a21\u578b\u7684\u8bad\u7ec3\u6d41\u7a0b\u3002\u5de6\u4fa7\u5c55\u793a\u7684\u662f\u8fd0\u52a8\u9884\u6d4b\u6a21\u578b\uff1a\u59ff\u6001\u89c6\u9891\u5728\u6269\u6563\u8fc7\u7a0b\u4e2d\u88ab\u9010\u6b65\u52a0\u566a\uff0c\u5e76\u4e0e\u6587\u5b57\u63cf\u8ff0\u3001\u9996\u5e27\u56fe\u50cf\u4ee5\u53ca\u81ea\u8f66\u8fd0\u52a8\u4fe1\u606f\u4e00\u8d77\u8f93\u5165\u6a21\u578b\uff0c\u6700\u7ec8\u5b66\u4f1a\u8fd8\u539f\u5408\u7406\u7684\u8fd0\u52a8\u7ed3\u6784\u3002\u53f3\u4fa7\u662f\u5916\u89c2\u751f\u6210\u6a21\u578b\uff1a\u5b83\u5728\u63a5\u6536\u540c\u6837\u7684\u6587\u5b57\u6761\u4ef6\u548c\u59ff\u6001\u4fe1\u606f\u7684\u540c\u65f6\uff0c\u53ea\u5bf9\u201c\u9aa8\u67b6\u76f8\u5173\u201d\u7684\u90e8\u5206\u52a0\u5165\u566a\u58f0\uff0c\u4ece\u800c\u5b66\u4f1a\u5728\u4e0d\u5b8c\u7f8e\u8fd0\u52a8\u9884\u6d4b\u4e0b\u4f9d\u7136\u751f\u6210\u7a33\u5b9a\u3001\u771f\u5b9e\u7684 RGB 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class=\"wp-element-caption\">\u56fe3\uff5c\u8fd9\u5f20\u5bf9\u6bd4\u56fe\u89e3\u91ca\u4e86\u4f5c\u8005\u4e3a\u4f55\u5f15\u5165\u59ff\u6001\u4f5c\u4e3a\u4e2d\u95f4\u8868\u793a\u3002\u4f20\u7edf HD \u5730\u56fe\u867d\u7136\u62bd\u8c61\uff0c\u4f46\u96be\u4ee5\u6269\u5c55\uff1b\u5168\u666f\u5206\u5272\u5219\u7f3a\u4e4f\u4e09\u7ef4\u7ed3\u6784\uff0c\u5bf9\u884c\u4eba\u7ec6\u8282\u5c24\u5176\u4e0d\u53cb\u597d\u3002\u76f8\u6bd4\u4e4b\u4e0b\uff0c\u57fa\u4e8e\u59ff\u6001\u7684\u8868\u793a\u65e2\u4fdd\u7559\u4e86\u4e09\u7ef4\u4fe1\u606f\uff0c\u53c8\u4ee5\u201c\u5bf9\u8c61\u201d\u4e3a\u4e2d\u5fc3\u7ec4\u7ec7\u7ed3\u6784\uff0c\u66f4\u9002\u5408\u7528\u6765\u540c\u65f6\u505a\u8fd0\u52a8\u9884\u6d4b\u548c\u89c6\u9891\u751f\u6210\uff0c\u662f\u4e00\u79cd\u66f4\u8d34\u8fd1\u9a7e\u9a76\u884c\u4e3a\u672c\u8eab\u7684\u8868\u8fbe\u65b9\u5f0f<\/figcaption><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u6700\u5927\u9650\u5ea6\u590d\u7528\u901a\u7528\u89c6\u9891\u6a21\u578b\uff0c\u800c\u4e0d\u662f\u63a8\u5012\u91cd\u6765<\/strong><\/h3>\n\n\n\n<p>\u65e0\u8bba\u662f\u6587\u672c\u63d0\u793a\u3001\u521d\u59cb\u753b\u9762\uff0c\u8fd8\u662f\u4e2d\u95f4\u7684\u59ff\u6001\u89c6\u9891\uff0cMAD \u90fd\u901a\u8fc7\u540c\u4e00\u4e2a\u7f16\u7801\u5668\u6620\u5c04\u5230\u7edf\u4e00\u7684\u89c6\u89c9\u6f5c\u7a7a\u95f4\u4e2d\u3002\u8fd9\u610f\u5473\u7740\u6a21\u578b\u59cb\u7ec8\u5728\u81ea\u5df1\u719f\u6089\u7684\u8868\u793a\u7a7a\u95f4\u91cc\u5de5\u4f5c\uff0c\u800c\u4e0d\u662f\u88ab\u8feb\u9002\u914d\u4e00\u5957\u5168\u65b0\u7684\u3001\u9a7e\u9a76\u4e13\u7528\u7684\u6570\u636e\u683c\u5f0f\u3002\u7ed3\u679c\u662f\uff0c\u6a21\u578b\u53ef\u4ee5\u76f4\u63a5\u7ee7\u627f\u901a\u7528\u89c6\u9891\u751f\u6210\u6a21\u578b\u5df2\u6709\u7684\u80fd\u529b\uff0c\u7528\u6781\u5c11\u7684\u989d\u5916\u8bad\u7ec3\uff0c\u5c31\u9002\u914d\u5230\u590d\u6742\u7684\u9a7e\u9a76\u4e16\u754c\u5efa\u6a21\u4efb\u52a1\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/pica.zhimg.com\/v2-f4db1a067fe98d730f0ce5a1a23c1eca_1440w.jpg\" alt=\"\"\/><figcaption class=\"wp-element-caption\">\u56fe4\uff5c\u8fd9\u5f20\u56fe\u5c55\u793a\u4e86 MAD \u4f7f\u7528\u7684\u4e00\u79cd\u81ea\u8f66\u8fd0\u52a8\u89c6\u89c9\u8868\u793a\u65b9\u5f0f\u3002\u901a\u8fc7\u5728\u76f8\u673a\u5468\u56f4\u653e\u7f6e\u4e00\u4e2a\u5e26\u7eb9\u7406\u7684\u9759\u6001\u7403\u4f53\u548c\u7c92\u5b50\uff0c\u7cfb\u7edf\u53ef\u4ee5\u4ece\u80cc\u666f\u7eb9\u7406\u7684\u76f8\u5bf9\u8fd0\u52a8\u4e2d\u63a8\u65ad\u8f66\u8f86\u7684\u8f6c\u5411\u548c\u901f\u5ea6\u53d8\u5316\u3002\u7b80\u5355\u6765\u8bf4\uff0c\u80cc\u666f\u7684\u65cb\u8f6c\u53cd\u6620\u65b9\u5411\u53d8\u5316\uff0c\u7c92\u5b50\u7684\u89c6\u5dee\u53cd\u6620\u901f\u5ea6\u5927\u5c0f\uff0c\u8ba9\u6a21\u578b\u5728\u4e0d\u4f9d\u8d56\u663e\u5f0f\u6570\u503c\u8f93\u5165\u7684\u60c5\u51b5\u4e0b\uff0c\u4e5f\u80fd\u201c\u770b\u61c2\u201d\u81ea\u8f66\u8fd0\u52a8\u72b6\u6001<\/figcaption><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u4e3b\u52a8\u8003\u8651\u201c\u9884\u6d4b\u4e0d\u5b8c\u7f8e\u201d\u7684\u73b0\u5b9e\u60c5\u51b5<\/strong><\/h3>\n\n\n\n<p>\u5728\u771f\u5b9e\u5e94\u7528\u4e2d\uff0c\u7b2c\u4e00\u9636\u6bb5\u751f\u6210\u7684\u8fd0\u52a8\u9884\u6d4b\u4e0d\u53ef\u80fd\u6c38\u8fdc\u51c6\u786e\uff0c\u59ff\u6001\u4fe1\u606f\u4e5f\u4f1a\u5b58\u5728\u566a\u58f0\u548c\u504f\u5dee\u3002<\/p>\n\n\n\n<p>MAD \u5728\u8bad\u7ec3\u5916\u89c2\u751f\u6210\u9636\u6bb5\uff0c\u523b\u610f\u5bf9\u4e0e\u9aa8\u67b6\u76f8\u5173\u7684\u8868\u793a\u52a0\u5165\u6270\u52a8\uff0c\u800c\u4fdd\u6301\u80cc\u666f\u4fe1\u606f\u76f8\u5bf9\u7a33\u5b9a\uff0c\u4ece\u800c\u63d0\u5347\u6a21\u578b\u5bf9\u4e0d\u5b8c\u7f8e\u8fd0\u52a8\u8f93\u5165\u7684\u5bb9\u5fcd\u5ea6\u3002\u8fd9\u79cd\u8bbe\u8ba1\u8ba9\u7cfb\u7edf\u5728\u884c\u4e3a\u5c42\u9762\u66f4\u8d34\u8fd1\u771f\u5b9e\u4e16\u754c\uff1a\u5373\u4f7f\u611f\u77e5\u6709\u8bef\u5dee\uff0c\u6a21\u578b\u4f9d\u7136\u80fd\u7ef4\u6301\u5408\u7406\u7684\u4e16\u754c\u6f14\u5316\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>04 \u5b9e\u9a8c\u4e0e\u8868\u73b0<\/strong><\/h3>\n\n\n\n<p>\u5728\u5b9e\u9a8c\u4e0a\uff0c\u4f5c\u8005\u91cd\u70b9\u9a8c\u8bc1\u4e86\u4e24\u4ef6\u4e8b\uff1a\u6548\u7387\u4e0e\u4e16\u754c\u5efa\u6a21\u8d28\u91cf\u3002<\/p>\n\n\n\n<p>\u5728 SVD \u9aa8\u5e72\u4e0a\uff0cMAD \u53ea\u4f7f\u7528\u4e86 <a href=\"https:\/\/zhida.zhihu.com\/search?content_id=269749019&amp;content_type=Article&amp;match_order=1&amp;q=VISTA&amp;zhida_source=entity\" target=\"_blank\" rel=\"noreferrer noopener\">VISTA<\/a> <strong>\u4e0d\u5230 1\/12 \u7684\u6570\u636e\u3001\u7ea6 1\/16 \u7684\u7b97\u529b<\/strong>\uff0c\u5c31\u80fd\u5728\u4eba\u5de5\u504f\u597d\u8bc4\u6d4b\u4e2d\u8fbe\u5230\u63a5\u8fd1\u751a\u81f3\u53ef\u6bd4\u7684\u751f\u6210\u8d28\u91cf\u3002<\/p>\n\n\n\n<p>\u5f53\u65b9\u6cd5\u6269\u5c55\u5230\u66f4\u5f3a\u7684 <a href=\"https:\/\/zhida.zhihu.com\/search?content_id=269749019&amp;content_type=Article&amp;match_order=1&amp;q=LTX+%E6%A8%A1%E5%9E%8B&amp;zhida_source=entity\" target=\"_blank\" rel=\"noreferrer noopener\">LTX \u6a21\u578b<\/a>\u540e\uff0c<strong>MAD-LTX \u5728\u6240\u6709\u5f00\u6e90\u9a7e\u9a76\u4e16\u754c\u6a21\u578b\u4e2d\u83b7\u5f97\u6700\u9ad8\u7684\u4eba\u7c7b\u504f\u597d\u8bc4\u5206\uff0c\u5728\u8fd0\u52a8\u5408\u7406\u6027\u4e0e\u89c6\u89c9\u8d28\u91cf\u4e0a\u90fd\u663e\u8457\u9886\u5148\u3002<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/picx.zhimg.com\/v2-5ae30dda079f9bbe4de9dc366a7c7469_1440w.jpg\" alt=\"\"\/><figcaption class=\"wp-element-caption\">\u56fe5\uff5c\u8fd9\u662f\u4e00\u7ec4\u4eba\u5de5\u504f\u597d\u5bf9\u6bd4\u5b9e\u9a8c\u7684\u7ed3\u679c\u3002\u7814\u7a76\u8005\u8ba9\u4eba\u7c7b\u8bc4\u5ba1\u5728\u4e24\u4e24\u5bf9\u6bd4\u4e2d\u9009\u62e9\u66f4\u201c\u53ef\u4fe1\u201d\u7684\u751f\u6210\u7ed3\u679c\uff0c\u7edf\u8ba1\u6bcf\u4e2a\u6a21\u578b\u88ab\u504f\u597d\u7684\u6bd4\u4f8b\u3002\u53ef\u4ee5\u770b\u5230\uff0cMAD-LTX \u5728\u5927\u591a\u6570\u5bf9\u6bd4\u4e2d\u90fd\u5360\u636e\u4f18\u52bf\uff0c\u800c\u56fe\u4e2d\u5e26\u201c*\u201d\u7684\u6a21\u578b\u5219\u4f9d\u8d56\u79c1\u6709\u6570\u636e\u548c\u66f4\u9ad8\u7b97\u529b\uff0c\u8fd9\u8fdb\u4e00\u6b65\u51f8\u663e\u4e86 MAD \u5728\u6548\u7387\u4e0a\u7684\u4f18\u52bf<\/figcaption><\/figure>\n\n\n\n<p>\u66f4\u6709\u610f\u601d\u7684\u662f\u89c4\u5212\u80fd\u529b\u8bc4\u6d4b\uff1a<\/p>\n\n\n\n<p>\u5728\u4e0d\u8fdb\u884c\u95ed\u73af\u63a7\u5236\u7684\u60c5\u51b5\u4e0b\uff0cMAD-LTX \u5728 5 \u79d2\u9884\u6d4b\u4e2d\u53d6\u5f97\u66f4\u4f4e\u7684\u8f68\u8ff9\u8bef\u5dee\uff0c\u540c\u65f6\u4fdd\u6301\u66f4\u9ad8\u7684\u8f68\u8ff9\u591a\u6837\u6027\u3002\u8fd9\u8bf4\u660e\uff0c\u628a\u8fd0\u52a8\u5efa\u6a21\u4ece\u50cf\u7d20\u7a7a\u95f4\u4e2d\u201c\u62bd\u79bb\u201d\u51fa\u6765\uff0c\u53cd\u800c\u66f4\u6709\u5229\u4e8e\u5b66\u4e60\u771f\u5b9e\u7684\u52a8\u6001\u7ed3\u6784\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/pic4.zhimg.com\/v2-057648007a2d804a288cb19dbdaafb4b_1440w.jpg\" alt=\"\"\/><figcaption class=\"wp-element-caption\">\u56fe6\uff5c\u753b\u9762\u4e2d\u6ca1\u6709\u771f\u5b9e\u7eb9\u7406\uff0c\u4e5f\u6ca1\u6709\u590d\u6742\u5149\u7167\uff0c\u53ea\u4fdd\u7559\u4e86\u8f66\u8f86\u548c\u884c\u4eba\u7684\u9aa8\u67b6\u7ed3\u6784\uff0c\u4e13\u6ce8\u63cf\u8ff0\u5b83\u4eec\u662f\u5982\u4f55\u79fb\u52a8\u3001\u5982\u4f55\u76f8\u4e92\u5f71\u54cd\u7684\u3002\u901a\u8fc7\u8fd9\u79cd\u201c\u59ff\u6001\u89c6\u9891\u201d\uff0c\u6a21\u578b\u5148\u5b66\u4f1a\u7406\u89e3\u8c01\u5728\u52a8\u3001\u600e\u4e48\u52a8\u3001\u5f7c\u6b64\u4e4b\u95f4\u662f\u4ec0\u4e48\u5173\u7cfb\uff0c\u800c\u4e0d\u662f\u88ab\u5916\u89c2\u7ec6\u8282\u5e72\u6270<\/figcaption><\/figure>\n\n\n\n<p>\u4ece\u7ed3\u679c\u6765\u770b\uff0c\u8fd9\u5957\u65b9\u6cd5\u5e76\u4e0d\u662f\u201c\u753b\u5f97\u66f4\u82b1\u201d\uff0c\u800c\u662f\u5728\u5177\u8eab\u5c42\u9762\u66f4\u50cf\u4e00\u4e2a\u4f1a\u63a8\u6f14\u4e16\u754c\u7684\u7cfb\u7edf\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>04 \u603b\u7ed3\u4e0e\u5ef6\u4f38<\/strong><\/h2>\n\n\n\n<p>MAD \u63d0\u4f9b\u4e86\u4e00\u79cd\u5f88\u6709\u4ee3\u8868\u6027\u7684\u7b54\u6848\uff1a<\/p>\n\n\n\n<p>\u5728\u590d\u6742\u7684\u5177\u8eab\u573a\u666f\u4e2d\uff0c\u4e0e\u5176\u8ffd\u6c42\u4e00\u6b65\u5230\u4f4d\u7684\u7aef\u5230\u7aef\u751f\u6210\uff0c\u4e0d\u5982\u5148\u660e\u786e\u54ea\u4e9b\u4fe1\u606f\u771f\u6b63\u51b3\u5b9a\u201c\u884c\u52a8\u662f\u5426\u5408\u7406\u201d\u3002<\/p>\n\n\n\n<p>\u901a\u8fc7\u5c06\u8fd0\u52a8\u4e0e\u5916\u89c2\u89e3\u8026\uff0cMAD \u4e0d\u4ec5\u663e\u8457\u964d\u4f4e\u4e86\u8bad\u7ec3\u6210\u672c\uff0c\u4e5f\u8ba9\u4e16\u754c\u6a21\u578b\u66f4\u63a5\u8fd1\u4e00\u79cd<strong>\u53ef\u89e3\u91ca\u3001\u53ef\u63a7\u3001\u53ef\u63a8\u7406\u7684\u7ed3\u6784<\/strong>\u3002<\/p>\n\n\n\n<p>\u8fd9\u5bf9\u4e8e\u81ea\u52a8\u9a7e\u9a76\u3001\u673a\u5668\u4eba\u4eff\u771f\u4e43\u81f3\u66f4\u5e7f\u6cdb\u7684\u5177\u8eab\u667a\u80fd\u7cfb\u7edf\uff0c\u90fd\u662f\u4e00\u4e2a\u503c\u5f97\u53cd\u590d\u7422\u78e8\u7684\u65b9\u5411\u3002<\/p>\n\n\n\n<p>\u5f53\u6a21\u578b\u5f00\u59cb\u5148\u201c\u60f3\u6e05\u695a\u600e\u4e48\u52a8\u201d\uff0c\u518d\u51b3\u5b9a\u201c\u4e16\u754c\u957f\u4ec0\u4e48\u6837\u201d\uff0c<\/p>\n\n\n\n<p>\u4e5f\u8bb8\u6211\u4eec\u79bb\u771f\u6b63\u53ef\u7528\u7684\u4e16\u754c\u6a21\u578b\uff0c\u53c8\u8fd1\u4e86\u4e00\u6b65\u3002<\/p>\n\n\n\n<p><em>REF<\/em><\/p>\n\n\n\n<p><em>\u8bba\u6587\u6807\u9898\uff1aMAD: Motion Appearance Decoupling for Efficient Driving World Models<\/em><\/p>\n\n\n\n<p><em>\u8bba\u6587\u4f5c\u8005\uff1aAhmad Rahimi, Valentin Gerard, Eloi Zablocki, Matthieu Cord, Alexandre Alahia<\/em><\/p>\n\n\n\n<p><em>\u8bba\u6587\u94fe\u63a5\uff1a<a href=\"https:\/\/link.zhihu.com\/?target=https%3A\/\/arxiv.org\/pdf\/2601.09452\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/arxiv.org\/pdf\/2601.09452<\/a><\/em><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u539f\u6587\u94fe\u63a5\uff1ahttps:\/\/zhuanlan.z [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[3,1],"tags":[],"class_list":["post-36874","post","type-post","status-publish","format-standard","hentry","category-technology-frontier","category-home"],"views":0,"_links":{"self":[{"href":"http:\/\/222.128.65.89:18086\/index.php\/wp-json\/wp\/v2\/posts\/36874"}],"collection":[{"href":"http:\/\/222.128.65.89:18086\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/222.128.65.89:18086\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/222.128.65.89:18086\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/222.128.65.89:18086\/index.php\/wp-json\/wp\/v2\/comments?post=36874"}],"version-history":[{"count":1,"href":"http:\/\/222.128.65.89:18086\/index.php\/wp-json\/wp\/v2\/posts\/36874\/revisions"}],"predecessor-version":[{"id":36875,"href":"http:\/\/222.128.65.89:18086\/index.php\/wp-json\/wp\/v2\/posts\/36874\/revisions\/36875"}],"wp:attachment":[{"href":"http:\/\/222.128.65.89:18086\/index.php\/wp-json\/wp\/v2\/media?parent=36874"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/222.128.65.89:18086\/index.php\/wp-json\/wp\/v2\/categories?post=36874"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/222.128.65.89:18086\/index.php\/wp-json\/wp\/v2\/tags?post=36874"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}