{"id":8799,"date":"2026-06-04T06:47:03","date_gmt":"2026-06-03T22:47:03","guid":{"rendered":"https:\/\/infernews.com\/blog\/tron\/"},"modified":"2026-06-04T06:47:03","modified_gmt":"2026-06-03T22:47:03","slug":"tron","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/tron\/","title":{"rendered":"TRON \u8996\u89ba\u63a8\u7406\u74b0\u5883"},"content":{"rendered":"<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/06\/pasted-a28cdb8e2b81.jpg\" alt=\"TRON overview\"><\/figure>\n<p>TRON\uff08Targeted Rule-verifiable Online Environments for Visual Reasoning RL\uff09\u7531\u55ac\u6cbb\u4e9e\u5927\u5b78\u904b\u7b97\u5b78\u9662\u7684\u7814\u7a76\u5718\u968a\u958b\u6e90\uff0c\u662f\u4e00\u500b\u7528\u65bc\u8996\u89ba\u63a8\u7406\u5f37\u5316\u5b78\u7fd2\u7684\u74b0\u5883\u5957\u4ef6\u3002\u8207\u50b3\u7d71\u56fa\u5b9a\u7684\u5716\u6587\u984c\u5eab\u4e0d\u540c\uff0cTRON \u7684\u6bcf\u500b\u74b0\u5883\u90fd\u7531\u300c\u751f\u6210\u5668\u300d\u8207\u300c\u9a57\u8b49\u5668\u300d\u7d44\u6210\uff1a\u751f\u6210\u5668\u8ca0\u8cac\u62bd\u6a23\u65b0\u7684\u8996\u89ba\u72c0\u614b\u4e26\u7e6a\u88fd\u5716\u7247\uff0c\u9a57\u8b49\u5668\u5247\u5373\u6642\u6bd4\u5c0d\u6a21\u578b\u7b54\u6848\u8207\u6a19\u6e96\u7b54\u6848\uff0c\u56e0\u6b64\u6bcf\u6b21\u547c\u53eb\u90fd\u6703\u7522\u751f\u5168\u65b0\u984c\u76ee\uff0c\u6578\u91cf\u4e0a\u4e0d\u53d7\u65e2\u6709\u8cc7\u6599\u96c6\u9650\u5236\u3002<\/p>\n<p><strong>\u9019\u500b\u9805\u76ee\u89e3\u6c7a\u7684\u6838\u5fc3\u554f\u984c<\/strong>\u662f\u8996\u89ba\u63a8\u7406\u5f37\u5316\u5b78\u7fd2\u9577\u671f\u7f3a\u4e4f\u53ef\u64f4\u5c55\u3001\u53ef\u63a7\u5236\u3001\u53ef\u9a57\u8b49\u7684\u8a13\u7df4\u4fe1\u865f\u3002\u904e\u5f80\u505a\u6cd5\u4f9d\u8cf4\u4eba\u5de5\u6a19\u8a3b\u6216\u5408\u6210\u6307\u4ee4\u7684\u975c\u614b\u8cc7\u6599\u96c6\uff0c\u984c\u76ee\u6578\u91cf\u53d7\u9650\uff0c\u4e14\u96e3\u4ee5\u91dd\u5c0d\u7279\u5b9a\u96e3\u5ea6\u8207\u6280\u80fd\u505a\u8abf\u6574\u3002TRON \u628a\u6bcf\u9053\u984c\u76ee\u8b8a\u6210\u53ef\u7a0b\u5f0f\u5316\u7684\u74b0\u5883\uff0c\u8a13\u7df4\u6642\u53ef\u4f9d\u64da\u7576\u524d\u8ab2\u7a0b\u96e3\u5ea6\u6301\u7e8c\u7522\u51fa\u65b0\u5be6\u4f8b\uff0c\u4e26\u7531\u9a57\u8b49\u5668\u63d0\u4f9b\u7cbe\u78ba\u7684\u734e\u52f5\u3002<\/p>\n<p><strong>\u5957\u4ef6\u898f\u6a21<\/strong>\u65b9\u9762\uff0cTRON \u5305\u542b520\u500b\u74b0\u5883\uff0c\u5206\u70ba\u4e94\u5927\u80fd\u529b\u985e\u5225\uff1a\u7a7a\u9593\uff08111\u500b\uff09\u3001\u6578\u5b78\uff08131\u500b\uff09\u3001\u5716\u8868\uff08144\u500b\uff09\u3001\u898f\u5f8b\uff08104\u500b\uff09\u548c\u8a08\u6578\uff0830\u500b\uff09\u3002\u540c\u4e00\u5957\u74b0\u5883\u53ef\u540c\u6642\u8a13\u7df4\u4e00\u500b\u5168\u80fd\u529b\u7684\u300cfull TRON model\u300d\uff0c\u6216\u5206\u5225\u8a13\u7df4\u4e94\u500b\u91dd\u5c0d\u55ae\u4e00\u80fd\u529b\u7684 specialist \u6a21\u578b\u3002\u5718\u968a\u4ea6\u91dd\u5c0d\u751f\u6210\u7a69\u5b9a\u6027\u3001\u984c\u76ee\u591a\u6a23\u6027\u3001\u8de8\u74b0\u5883\u91cd\u8907\u7387\u8207\u57fa\u790e\u6a21\u578b\u5728\u4e0d\u540c\u96e3\u5ea6\u7684\u901a\u904e\u7387\u9032\u884c\u4e86\u5b8c\u6574\u7684\u5b50\u74b0\u5883\u5206\u6790\u3002<\/p>\n<p><strong>\u8a13\u7df4\u8207\u8a55\u4f30<\/strong>\u90e8\u5206\uff0c\u9805\u76ee\u63a1\u7528 TRON-DAPO \u5f37\u5316\u5b78\u7fd2\u65b9\u6cd5\u3002\u4f7f\u7528 TRON \u9032\u884c RL \u5f8c\u8a13\u7df4\uff0cQwen3-VL-4B\u3001Qwen2.5-VL-7B \u8207 MiMo-VL-7B \u7b49\u591a\u500b\u591a\u6a21\u614b\u6a21\u578b\uff0c\u5728\u5341\u500b\u5916\u90e8\u8996\u89ba\u63a8\u7406\u57fa\u6e96\u6e2c\u8a66\u4e0a\u90fd\u6709\u7a69\u5b9a\u63d0\u5347\u3002\u5c0d\u60f3\u7814\u7a76\u8996\u89ba RL \u7684\u7814\u7a76\u4eba\u54e1\u6216\u5718\u968a\u800c\u8a00\uff0cTRON \u63d0\u4f9b\u4e86\u4e00\u500b\u73fe\u6210\u3001\u53ef\u64f4\u5c55\u4e14\u6613\u65bc\u81ea\u8a02\u96e3\u5ea6\u7684\u8a13\u7df4\u5834\u666f\u3002<\/p>\n<p><strong>\u91cd\u9ede\u6458\u8981<\/strong>\uff1a<\/p>\n<ul>\n<li>520\u500b\u53ef\u7a0b\u5f0f\u5316\u7684\u8996\u89ba\u63a8\u7406\u74b0\u5883\uff0c\u5206\u5c6c\u7a7a\u9593\u3001\u6578\u5b78\u3001\u5716\u8868\u3001\u898f\u5f8b\u3001\u8a08\u6578\u4e94\u5927\u985e\u5225\u3002<\/li>\n<li>\u6bcf\u6b21\u8a13\u7df4\u90fd\u6703\u5373\u6642\u751f\u6210\u65b0\u984c\u76ee\uff0c\u4e26\u7531\u9a57\u8b49\u5668\u81ea\u52d5\u6838\u5c0d\u7b54\u6848\u3002<\/li>\n<li>\u652f\u63f4\u8a13\u7df4\u55ae\u4e00\u5168\u80fd\u529b\u6a21\u578b\u6216\u591a\u500b\u55ae\u4e00\u80fd\u529b\u7684 specialist \u6a21\u578b\u3002<\/li>\n<li>\u5167\u5efa\u5b50\u74b0\u5883\u5206\u6790\uff0c\u6db5\u84cb\u751f\u6210\u7a69\u5b9a\u6027\u3001\u96e3\u5ea6\u68af\u5ea6\u8207\u57fa\u790e\u6a21\u578b\u8868\u73fe\u3002<\/li>\n<li>\u5728\u591a\u500b\u4e3b\u6d41\u591a\u6a21\u614b\u6a21\u578b\u4e0a\uff0c\u63a1\u7528 TRON-DAPO \u8a13\u7df4\u7686\u80fd\u63d0\u5347\u5916\u90e8\u57fa\u6e96\u8868\u73fe\u3002<\/li>\n<\/ul>\n<p><strong>GitHub\uff1a<\/strong> <a href=\"https:\/\/github.com\/YangTianze009\/TRON\" rel=\"noopener noreferrer\">https:\/\/github.com\/YangTianze009\/TRON<\/a><\/p>\n<p><strong>Paper\uff1a<\/strong> <a href=\"https:\/\/arxiv.org\/pdf\/2606.01599\" rel=\"noopener noreferrer\">https:\/\/arxiv.org\/pdf\/2606.01599<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>TRON 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