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src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/04\/36ab690279f7.png\" width=\"554\" height=\"212\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/04\/36ab690279f7.png 554w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/04\/36ab690279f7-300x115.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/04\/36ab690279f7-150x57.png 150w\" sizes=\"auto, (max-width: 554px) 100vw, 554px\" \/><\/p>\n<p>\u4ed6\u4eec\u901a\u8fc7\u53cc\u5411\u5904\u7406\u5e8f\u5217\u5e76\u5c06\u89c6\u9891\u5206\u5272\u6210\u5e26\u6ce8\u91ca\u7684\u573a\u666f\u6765\u8fdb\u4e00\u6b65\u6539\u8fdb\u8bad\u7ec3\u3002\u6bd4\u5982\u8bf4\uff0c\u4ed6\u4eec\u4f7f\u7528\u6545\u4e8b\u677f\u683c\u5f0f\u8be6\u7ec6\u63cf\u8ff0\u6bcf\u4e2a3\u79d2\u7684\u7247\u6bb5\uff0c\u5305\u62ec\u80cc\u666f\u3001\u89d2\u8272\u4f4d\u7f6e\u3001\u6444\u50cf\u673a\u89d2\u5ea6\u548c\u52a8\u4f5c\u3002<\/p>\n<p><img data-dominant-color=\"e3e3e2\" data-has-transparency=\"true\" style=\"--dominant-color: #e3e3e2;\" loading=\"lazy\" decoding=\"async\" class=\"has-transparency alignnone size-full wp-image-25502\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/04\/e749a8371dc1.png\" width=\"554\" height=\"221\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/04\/e749a8371dc1.png 554w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/04\/e749a8371dc1-300x120.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/04\/e749a8371dc1-150x60.png 150w\" sizes=\"auto, (max-width: 554px) 100vw, 554px\" \/><\/p>\n<h3>\u6570\u636e\u96c6\uff1a\u4e0d\u4e00\u6837\u7684\u300a\u732b\u548c\u8001\u9f20\u300b<\/h3>\n<p>\u4e3a\u4e86\u5728\u4e00\u81f4\u4e14\u6613\u4e8e\u7406\u89e3\u7684\u89c6\u89c9\u9886\u57df\u8fdb\u884c\u7814\u7a76\uff0c\u56e2\u961f\u4ece7 \u4e2a\u591a\u5c0f\u65f6\u7684\u7ecf\u5178\u300a\u732b\u548c\u8001\u9f20\u300b\u52a8\u753b\u7247\u4e2d\u7cbe\u9009\u51fa\u4e00\u4e2a\u6570\u636e\u96c6\u3002\u8fd9\u4e9b\u52a8\u753b\u7247\u88ab\u5206\u89e3\u6210\u591a\u4e2a\u573a\u666f\uff0c\u5e76\u7cbe\u7ec6\u5730\u6807\u6ce8\u6210 3 \u79d2\u957f\u7684\u7247\u6bb5\u3002\u901a\u8fc7\u4e13\u6ce8\u4e8e\u52a8\u753b\u7247\u6570\u636e\uff0c\u7814\u7a76\u4eba\u5458\u907f\u514d\u4e86\u7167\u7247\u5199\u5b9e\u7684\u590d\u6742\u6027\uff0c\u5e76\u4e13\u6ce8\u4e8e\u53d9\u4e8b\u8fde\u8d2f\u6027\u548c\u8fd0\u52a8\u52a8\u6001\u3002<\/p>\n<p>\u6807\u6ce8\u4eba\u5458\u4e3a\u6bcf\u4e2a\u7247\u6bb5\u64b0\u5199\u4e86\u63cf\u8ff0\u6027\u6bb5\u843d\uff0c\u786e\u4fdd\u6a21\u578b\u62e5\u6709\u4e30\u5bcc\u7684\u7ed3\u6784\u5316\u8f93\u5165\u53ef\u4f9b\u5b66\u4e60\u3002\u8fd9\u8fd8\u4fbf\u4e8e\u591a\u9636\u6bb5\u8bad\u7ec3\u2014\u2014\u5148\u4f7f\u7528 3 \u79d2\u7684\u7247\u6bb5\uff0c\u7136\u540e\u9010\u6b65\u589e\u52a0\u5230\u6700\u957f 63 \u79d2\u7684\u5e8f\u5217\u3002<\/p>\n<p><img data-dominant-color=\"a6a6a1\" data-has-transparency=\"true\" style=\"--dominant-color: #a6a6a1;\" loading=\"lazy\" decoding=\"async\" class=\"has-transparency alignnone size-full wp-image-25503\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/04\/f3a4830676b6.png\" width=\"554\" height=\"370\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/04\/f3a4830676b6.png 554w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/04\/f3a4830676b6-300x200.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/04\/f3a4830676b6-150x100.png 150w\" sizes=\"auto, (max-width: 554px) 100vw, 554px\" \/><\/p>\n<h3>\u6027\u80fd\uff1a\u5b83\u771f\u7684\u6709\u6548\u5417\uff1f<\/h3>\n<p>\u662f\u7684\uff0c\u6548\u679c\u51fa\u8272\u3002\u4e0eMamba 2\u3001Gated DeltaNet \u548c\u6ed1\u52a8\u7a97\u53e3\u6ce8\u610f\u529b\u7b49\u9886\u5148\u7684\u57fa\u51c6\u6a21\u578b\u76f8\u6bd4\uff0cTTT-MLP\u6a21\u578b\u5728100\u4e2a\u89c6\u9891\u7684\u4eba\u5de5\u8bc4\u4f30\u4e2d\u5e73\u5747\u6bd4\u5b83\u4eec\u9ad8\u51fa34\u4e2aElo\u70b9\u3002<\/p>\n<p>\u8bc4\u4f30\u8003\u8651\u4ee5\u4e0b\u56e0\u7d20\uff1a<\/p>\n<p><strong>\u2022\u6587\u672c\u5bf9\u9f50\uff1a<\/strong>\u89c6\u9891\u4e0e\u63d0\u793a\u7684\u8854\u63a5\u7a0b\u5ea6<\/p>\n<p><strong>\u2022\u8fd0\u52a8\u81ea\u7136\u5ea6\uff1a<\/strong>\u89d2\u8272\u8fd0\u52a8\u7684\u771f\u5b9e\u5ea6<\/p>\n<p><strong>\u2022\u7f8e\u5b66\uff1a<\/strong>\u5149\u7167\u3001\u8272\u5f69\u548c\u89c6\u89c9\u5438\u5f15\u529b<\/p>\n<p><strong>\u2022\u65f6\u95f4\u4e00\u81f4\u6027\uff1a<\/strong>\u8de8\u573a\u666f\u7684\u89c6\u89c9\u8fde\u8d2f\u6027<\/p>\n<p>TTT-MLP\u5728\u8fd0\u52a8\u548c\u573a\u666f\u4e00\u81f4\u6027\u65b9\u9762\u5c24\u4e3a\u51fa\u8272\uff0c\u80fd\u591f\u4fdd\u6301\u52a8\u6001\u52a8\u4f5c\u7684\u903b\u8f91\u8fde\u7eed\u6027\uff0c\u5176\u4ed6\u6a21\u578b\u96be\u4ee5\u505a\u5230\u8fd9\u4e00\u70b9\u3002<\/p>\n<h3>\u4f2a\u5f71\u4e0e\u5c40\u9650\u6027<\/h3>\n<p>\u5c3d\u7ba1\u7ed3\u679c\u4ee4\u4eba\u9f13\u821e\uff0c\u4f46\u4ecd\u7136\u5b58\u5728\u4f2a\u5f71\u3002\u5149\u7167\u53d8\u5316\u53ef\u80fd\u4e0d\u4e00\u81f4\uff0c\u6216\u8005\u8fd0\u52a8\u770b\u8d77\u6765\u6f02\u6d6e\u4e0d\u5b9a\uff08\u6bd4\u5982\u5976\u916a\u4e0d\u81ea\u7136\u5730\u60ac\u6d6e\uff09\u3002\u8fd9\u4e9b\u95ee\u9898\u53ef\u80fd\u4e0e\u57fa\u7840\u6a21\u578bCogVideo-X\u7684\u5c40\u9650\u6027\u6709\u5173\u3002\u53e6\u4e00\u4e2a\u74f6\u9888\u662f\u6548\u7387\u3002\u867d\u7136TTT-MLP\u7684\u901f\u5ea6\u6bd4\u5b8c\u5168\u81ea\u6ce8\u610f\u529b\u6a21\u578b\u5feb\u5f97\u591a\uff08\u5feb2.5 \u500d\uff09\uff0c\u4f46\u4ecd\u7136\u6bd4\u66f4\u7cbe\u7b80\u7684RNN\u65b9\u6cd5\uff08\u6bd4\u5982Gated DeltaNet\uff09\u6162\u3002\u8bdd\u867d\u5982\u6b64\uff0cTTT\u53ea\u9700\u8981\u8fdb\u884c\u5fae\u8c03\uff0c\u4e0d\u7528\u4ece\u5934\u5f00\u59cb\u8bad\u7ec3\uff0c\u8fd9\u4f7f\u5f97\u5b83\u5728\u8bb8\u591a\u7528\u4f8b\u4e2d\u66f4\u52a0\u5b9e\u7528\u3002<\/p>\n<h3>\u8fd9\u79cd\u65b9\u6cd5\u7684\u72ec\u7279\u4f18\u52bf<\/h3>\n<p><strong>\u2022\u8868\u8fbe\u6027\u8bb0\u5fc6\uff1a<\/strong>TTT\u5c06RNN\u7684\u9690\u85cf\u72b6\u6001\u8f6c\u5316\u4e3a\u6613\u4e8e\u8bad\u7ec3\u7684\u7f51\u7edc\uff0c\u4f7f\u5176\u8fdc\u6bd4\u56fa\u5b9a\u5927\u5c0f\u7684\u77e9\u9635\u66f4\u5177\u8868\u8fbe\u529b\u3002<\/p>\n<p><strong>\u2022\u9002\u5e94\u6027\uff1a<\/strong>TTT \u5c42\u5728\u63a8\u7406\u8fc7\u7a0b\u4e2d\u53ef\u4ee5\u5b66\u4e60\u548c\u8c03\u6574\uff0c\u4f7f\u5176\u80fd\u591f\u5b9e\u65f6\u54cd\u5e94\u5c55\u5f00\u7684\u89c6\u9891\u3002<\/p>\n<p><strong>\u2022\u53ef\u6269\u5c55\u6027\uff1a<\/strong>\u5728\u8d44\u6e90\u5145\u8db3\u7684\u60c5\u51b5\u4e0b\uff0c\u8be5\u65b9\u6cd5\u53ef\u4ee5\u6269\u5c55\uff0c\u4ee5\u652f\u6301\u66f4\u957f\u3001\u66f4\u590d\u6742\u7684\u89c6\u9891\u6545\u4e8b\u3002<\/p>\n<p><strong>\u2022\u5b9e\u7528\u7684\u5fae\u8c03\uff1a<\/strong>\u7814\u7a76\u4eba\u5458\u4ec5\u5bf9TTT\u5c42\u548c\u95e8\u63a7\u8fdb\u884c\u5fae\u8c03\uff0c\u4ece\u800c\u4fdd\u6301\u8bad\u7ec3\u7684\u8f7b\u91cf\u7ea7\u548c\u9ad8\u6548\u6027\u3002<\/p>\n<h3>\u672a\u6765\u65b9\u5411<\/h3>\n<p>\u56e2\u961f\u6307\u51fa\u4e86\u51e0\u4e2a\u6269\u5c55\u673a\u4f1a\uff1a<\/p>\n<p>\u2022\u4f18\u5316TTT \u5185\u6838\u4ee5\u52a0\u5feb\u63a8\u7406\u901f\u5ea6<\/p>\n<p>\u2022\u5c1d\u8bd5\u4f7f\u7528\u66f4\u5927\u6216\u4e0d\u540c\u7684\u9aa8\u5e72\u6a21\u578b<\/p>\n<p>\u2022\u63a2\u7d22\u66f4\u590d\u6742\u7684\u6545\u4e8b\u60c5\u8282\u548c\u4e13\u9898\u9886\u57df<\/p>\n<p>\u2022\u4f7f\u7528\u57fa\u4e8eTransformer\u7684\u9690\u85cf\u72b6\u6001\u800c\u4e0d\u662fMLP\uff0c\u4ee5\u63d0\u5347\u8868\u73b0\u529b<\/p>\n<h3>TTT\u89c6\u9891\u751f\u6210 vs MoCha vs Goku vs OmniHuman1 vs DreamActor-M1<\/h3>\n<p>\u4e0b\u8868\u89e3\u91ca\u4e86\u8be5\u6a21\u578b\u4e0e\u5176\u4ed6\u70ed\u95e8\u89c6\u9891\u751f\u6210\u6a21\u578b\u4e4b\u95f4\u7684\u5dee\u5f02\uff1a<\/p>\n<table class=\"data-table\" data-transient-attributes=\"class\" data-width=\"916.35px\">\n<colgroup data-id=\"c7104f7d-SibRbQM4\">\n<col span=\"1\" width=\"124\" data-id=\"c7a3a45e-EKaTXP4Q\" \/>\n<col span=\"1\" width=\"129\" data-id=\"c33c113b-W713d85L\" \/>\n<col span=\"1\" width=\"135\" data-id=\"c4abebd1-cVcSF47k\" \/>\n<col span=\"1\" width=\"127\" data-id=\"c6aa24e5-DfL8g2b5\" \/>\n<col span=\"1\" width=\"135\" data-id=\"c4abebd1-9lQ0iJTn\" \/><\/colgroup>\n<tbody data-id=\"t6d5e859-6E9HDi3L\">\n<tr data-id=\"t31e458f-aYbhX0jQ\">\n<td data-id=\"t8c0e6ab-4Dg2L9SJ\" data-transient-attributes=\"table-cell-selection\"><strong>\u6a21\u578b<\/strong><\/td>\n<td data-id=\"t8c0e6ab-b3A51S5J\" data-transient-attributes=\"table-cell-selection\"><strong>\u6838\u5fc3\u91cd\u70b9<\/strong><\/td>\n<td data-id=\"t8c0e6ab-ekhBi7bl\" data-transient-attributes=\"table-cell-selection\"><strong>\u8f93\u5165\u7c7b\u578b<\/strong><\/td>\n<td data-id=\"t8c0e6ab-Uo2lopQH\" data-transient-attributes=\"table-cell-selection\"><strong>\u5173\u952e\u7279\u6027<\/strong><\/td>\n<td class=\"table-last-row\" data-id=\"t1b895c3-OcI3i8JK\" data-transient-attributes=\"table-cell-selection\"><strong>\u4e0eTTT\u6709\u4f55\u4e0d\u540c<\/strong><\/td>\n<\/tr>\n<tr data-id=\"t1ecfec6-0Pcd2DD0\">\n<td data-id=\"t04d953d-dcmQhKFM\" data-transient-attributes=\"table-cell-selection\">TTT\uff08\u6d4b\u8bd5<\/p>\n<p>\u65f6\u95f4\u8bad\u7ec3\uff09<\/td>\n<td data-id=\"t04d953d-JWZ2aMi5\" data-transient-attributes=\"table-cell-selection\">\u957f\u683c\u5f0f\u89c6\u9891\u751f\u6210\uff0c<\/p>\n<p>\u9644\u6709\u52a8\u6001\u9002\u5e94<\/td>\n<td data-id=\"t04d953d-1j0ZgQZ7\" data-transient-attributes=\"table-cell-selection\">\u6587\u672c\u6545\u4e8b\u677f<\/td>\n<td data-id=\"t04d953d-dkda4Pdk\" data-transient-attributes=\"table-cell-selection\">-\u63a8\u7406\u8fc7\u7a0b\u4e2d\u53ef\u8c03\u6574<\/p>\n<p>-\u53ef\u5904\u7406\u8d85\u8fc760\u79d2\u7684\u89c6\u9891<\/p>\n<p>-\u8fde\u8d2f\u7684\u591a\u573a\u666f\u6545\u4e8b<\/td>\n<td class=\"table-last-row\" data-id=\"t0b4e833-EO1JVI4Q\" data-transient-attributes=\"table-cell-selection\">\u4e3a\u957f\u89c6\u9891\u8bbe\u8ba1\uff0c\u751f\u6210\u8fc7\u7a0b\u4e2d\u53ef\u66f4\u65b0\u5185\u90e8\u72b6\u6001\uff0c\u4ee5\u786e\u4fdd\u53d9\u4e8b\u4e00\u81f4\u6027<\/td>\n<\/tr>\n<tr data-id=\"t31e458f-4jHaQAOG\">\n<td data-id=\"t8c0e6ab-aImjFW4c\" data-transient-attributes=\"table-cell-selection\">MoCha<\/td>\n<td data-id=\"t8c0e6ab-cfgmnlHr\" data-transient-attributes=\"table-cell-selection\">\u8bf4\u8bdd\u89d2\u8272\u751f\u6210<\/td>\n<td data-id=\"t8c0e6ab-SO0diXj8\" data-transient-attributes=\"table-cell-selection\">\u6587\u672c+\u8bed\u97f3<\/td>\n<td data-id=\"t8c0e6ab-Nr7AlbNt\" data-transient-attributes=\"table-cell-selection\">-\u6ca1\u6709\u5173\u952e\u70b9\u6216\u53c2\u7167\u56fe\u50cf<\/p>\n<p>-\u8bed\u97f3\u9a71\u52a8\u578b\u901a\u4f53\u52a8\u753b<\/td>\n<td class=\"table-last-row\" data-id=\"t1b895c3-UhMA6QR6\" data-transient-attributes=\"table-cell-selection\">\u4e13\u6ce8\u4e8e\u89d2\u8272\u5bf9\u8bdd\u548c\u8868\u8fbe\uff0c\u800c\u4e0d\u662f\u5168\u573a\u666f\u53d9\u4e8b\u89c6\u9891<\/td>\n<\/tr>\n<tr data-id=\"t1ecfec6-kdT4Klm5\">\n<td data-id=\"t04d953d-PMG6dF7g\" data-transient-attributes=\"table-cell-selection\">Goku<\/td>\n<td data-id=\"t04d953d-o4qa2i7U\" data-transient-attributes=\"table-cell-selection\">\u9ad8\u8d28\u91cf\u89c6\u9891\u548c<\/p>\n<p>\u56fe\u50cf\u751f\u6210<\/td>\n<td data-id=\"t04d953d-7SjEhKmY\" data-transient-attributes=\"table-cell-selection\">\u6587\u672c\u548c\u8bed\u97f3<\/td>\n<td data-id=\"t04d953d-OmDkqfDt\" data-transient-attributes=\"table-cell-selection\">-\u7ecf\u8fc7\u6821\u6b63\u7684\u6d41Transformer<\/p>\n<p>-\u652f\u6301\u591a\u6a21\u6001\u8f93\u5165<\/td>\n<td class=\"table-last-row\" data-id=\"t0b4e833-igWJFXiB\" data-transient-attributes=\"table-cell-selection\">\u9488\u5bf9\u8d28\u91cf\u548c\u8bad\u7ec3\u901f\u5ea6\u7ecf\u8fc7\u4f18\u5316\uff1b\u5e76\u4e0d\u4e3a\u957f\u683c\u5f0f\u53d9\u4e8b\u8bbe\u8ba1<\/td>\n<\/tr>\n<tr data-id=\"t31e458f-MP9CgZ2b\">\n<td data-id=\"t8c0e6ab-17our6Qc\" data-transient-attributes=\"table-cell-selection\">OmniHuman1<\/td>\n<td data-id=\"t8c0e6ab-8ibcWmtU\" data-transient-attributes=\"table-cell-selection\">\u903c\u771f\u7684\u4eba\u7c7b\u52a8\u753b<\/td>\n<td data-id=\"t8c0e6ab-tiXbMAp5\" data-transient-attributes=\"table-cell-selection\">\u56fe\u50cf+\u97f3\u9891+\u6587\u672c<\/td>\n<td data-id=\"t8c0e6ab-XhEMX6UC\" data-transient-attributes=\"table-cell-selection\">-\u591a\u91cd\u6761\u4ef6\u4fe1\u53f7<\/p>\n<p>-\u9ad8\u5206\u8fa8\u7387\u5316\u8eab<\/td>\n<td class=\"table-last-row\" data-id=\"t1b895c3-OleKalmZ\" data-transient-attributes=\"table-cell-selection\">\u521b\u5efa\u6829\u6829\u5982\u751f\u7684\u4eba\u7c7b\uff1b\u5e76\u4e0d\u4e3a\u957f\u5e8f\u5217\u6216\u52a8\u6001\u573a\u666f\u8f6c\u573a\u5efa\u6a21<\/td>\n<\/tr>\n<tr data-id=\"t1ecfec6-IXHhkGOn\">\n<td class=\"table-last-column\" data-id=\"t06f57e3-cRUeNYXf\" data-transient-attributes=\"table-cell-selection\">DreamActor-<\/p>\n<p>M1<\/td>\n<td class=\"table-last-column\" data-id=\"t06f57e3-j8AnB6RI\" 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