{"id":1136175,"date":"2025-04-08T23:50:13","date_gmt":"2025-04-09T06:50:13","guid":{"rendered":"https:\/\/www.microsoft.com\/en-us\/research\/?post_type=msr-blog-post&#038;p=1136175"},"modified":"2025-04-08T23:53:02","modified_gmt":"2025-04-09T06:53:02","slug":"maag","status":"publish","type":"msr-blog-post","link":"https:\/\/www.microsoft.com\/en-us\/research\/articles\/maag\/","title":{"rendered":"MaaG\uff1a\u8fc8\u5411\u4e16\u754c\u6a21\u578b\uff0c\u89e3\u51b3\u751f\u6210\u5f0f\u6e38\u620f\u4e2d\u7684\u6570\u503c\u4e0e\u65f6\u7a7a\u4e00\u81f4\u6027\u96be\u9898"},"content":{"rendered":"\n<p><\/p>\n\n\n\n<p>\u4e16\u754c\u6a21\u578b\uff08world models\uff09\u662f\u4eba\u5de5\u667a\u80fd\u9886\u57df\u7684\u4e00\u4e2a\u91cd\u8981\u6982\u5ff5\uff0c\u65e8\u5728\u901a\u8fc7\u6a21\u62df\u865a\u62df\u4e16\u754c\u4e2d\u4e3b\u4f53\u884c\u4e3a\u7684\u6f14\u53d8\uff0c\u5b9e\u73b0\u9ad8\u5ea6\u903c\u771f\u7684\u4e92\u52a8\u4f53\u9a8c\u3002\u8fd9\u79cd\u6a21\u578b\u4e0d\u4ec5\u53ef\u4ee5\u4e3a\u6e38\u620f\u548c\u4e92\u52a8\u5a92\u4f53\u7684\u751f\u6210\u5e26\u6765\u9769\u547d\u6027\u7684\u53d8\u5316\uff0c\u4e5f\u5c06\u4e3a\u4eba\u5de5\u667a\u80fd\u5728\u590d\u6742\u73af\u5883\u4e2d\u7684\u5e94\u7528\u63d0\u4f9b\u65b0\u7684\u53ef\u80fd\u6027\u3002\u5176\u4e2d\uff0c\u751f\u6210\u5f0f\u6e38\u620f\uff08generative games\uff09\u4f5c\u4e3a\u6784\u5efa\u4e16\u754c\u6a21\u578b\u7684\u5173\u952e\u9014\u5f84\uff0c\u5907\u53d7\u5173\u6ce8\u3002\u4f8b\u5982\uff0c\u5fae\u8f6f\u63d0\u51fa\u7684 MUSE \u80fd\u591f\u7528\u795e\u7ecf\u7f51\u7edc\u751f\u6210\u6e38\u620f\u300a\u55dc\u8840\u8fb9\u7f18\uff08Bleeding Edge\uff09\u300b\u7684\u753b\u9762[1]\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"249\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/maag-1-1024x249.png\" alt=\"\u5fae\u8f6f\u63d0\u51fa\u7684 MUSE \u6a21\u578b\u5229\u7528\u795e\u7ecf\u7f51\u7edc\u751f\u6210\u6e38\u620f\u300a\u55dc\u8840\u8fb9\u7f18\uff08Bleeding Edge\uff09\u300b\u7684\u753b\u9762\" class=\"wp-image-1136176\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/maag-1-1024x249.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/maag-1-300x73.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/maag-1-768x187.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/maag-1-1536x374.png 1536w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/maag-1-2048x499.png 2048w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/maag-1-240x58.png 240w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u56fe1\uff1a\u5fae\u8f6f\u63d0\u51fa\u7684 MUSE \u6a21\u578b\u5229\u7528\u795e\u7ecf\u7f51\u7edc\u751f\u6210\u6e38\u620f\u300a\u55dc\u8840\u8fb9\u7f18\uff08Bleeding Edge\uff09\u300b\u7684\u753b\u9762<\/figcaption><\/figure>\n\n\n\n<p>\u7136\u800c\uff0c\u5c3d\u7ba1\u753b\u9762\u8868\u73b0\u8d8a\u6765\u8d8a\u7cbe\u7f8e\uff0c\u4f46\u73a9\u5bb6\u5728\u5b9e\u9645\u64cd\u4f5c\u65f6\u4ecd\u4f1a\u5bdf\u89c9\u5230\u4e00\u4e9b\u4e0d\u534f\u8c03\u4e4b\u5904\uff0c\u4f8b\u5982\uff0c\u6e38\u620f\u4e2d\u7684\u4eba\u7269\u5728\u7b80\u5355\u53d8\u6362\u52a8\u4f5c\u4e4b\u540e\uff0c\u6709\u4e9b\u80cc\u666f\u753b\u9762\u4f1a\u6d88\u5931\u6216\u79fb\u4f4d\u7b49\u53d8\u5316\uff0c\u4eff\u4f5b\u201c\u77ed\u65f6\u8bb0\u5fc6\u4e27\u5931\u201d\u4e00\u822c\u3002\u8fd9\u6b63\u662f\u5f53\u524d\u751f\u6210\u5f0f\u6e38\u620f\u9762\u4e34\u7684\u6838\u5fc3\u6311\u6218\u4e4b\u4e00\u2014\u2014\u4e00\u81f4\u6027\uff08Consistency\uff09\u95ee\u9898\u3002<\/p>\n\n\n\n<p>\u5bf9\u6b64\uff0c\u6765\u81ea\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u3001\u9999\u6e2f\u79d1\u6280\u5927\u5b66\u4ee5\u53ca\u4e2d\u56fd\u79d1\u5b66\u9662\u5927\u5b66\u7684\u7814\u7a76\u5458\u4eec\u63d0\u51fa\u4e86<a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/arxiv.org\/pdf\/2503.21172\">\u4e00\u4e2a\u540d\u4e3a MaaG (Model as a Game) \u7684\u65b0\u8303\u5f0f<span class=\"sr-only\"> (opens in new tab)<\/span><\/a>\uff0c\u4e3b\u8981\u5173\u6ce8\u4e24\u7c7b\u5173\u952e\u7684\u4e00\u81f4\u6027\u95ee\u9898\uff0c\u5206\u522b\u662f\u6570\u503c\u4e00\u81f4\u6027\uff08Numerical Consistency\uff09\u548c\u7a7a\u95f4\u4e00\u81f4\u6027\uff08Spatial Consistency\uff09\u3002<\/p>\n\n\n\n<p>\u6570\u503c\u4e00\u81f4\u6027\uff0c\u6307\u7684\u662f\u6e38\u620f\u4e2d\u51fa\u73b0\u7684\u6570\u503c\u53d8\u5316\u5e94\u5f53\u4e0e\u73a9\u5bb6\u6240\u89c2\u6d4b\u5230\u7684\u753b\u9762\u548c\u4ea4\u4e92\u903b\u8f91\u76f8\u7b26\uff0c\u907f\u514d\u51fa\u73b0\u6570\u503c\u53d8\u5316\u4e0d\u5408\u7406\u7684\u60c5\u51b5\u3002\u7a7a\u95f4\u4e00\u81f4\u6027\uff0c\u5219\u8981\u6c42\u5f53\u73a9\u5bb6\u518d\u6b21\u89c2\u5bdf\u5df2\u63a2\u7d22\u8fc7\u7684\u533a\u57df\u65f6\uff0c\u6240\u89c1\u5185\u5bb9\u5e94\u4e0e\u4e4b\u524d\u7684\u8bb0\u5fc6\u4fdd\u6301\u4e00\u81f4\u3002<\/p>\n\n\n\n<p>\u4e3a\u4e86\u66f4\u6e05\u6670\u5730\u7814\u7a76\u8fd9\u4e9b\u95ee\u9898\uff0c\u7814\u7a76\u5458\u4eec\u81ea\u5236\u4e86\u4e00\u4e2a\u6781\u7b80\u7684 2D \u5c0f\u6e38\u620f\u300a\u65c5\u884c\u8005\uff08Traveler\uff09\u300b\uff1a\u4e00\u4e2a\u5c0f\u9ed1\u5757\u5de6\u53f3\u79fb\u52a8\uff0c\u7a7f\u8fc7\u7a7a\u5730\u65f6\u4f1a\u968f\u673a\u751f\u6210\u4e00\u4e2a\u5f69\u8272\u5efa\u7b51\u5e76\u5f97\u5206+1\u3002\u8fd9\u4e2a\u7b80\u5355\u7684\u6e38\u620f\u73af\u5883\u8db3\u4ee5\u66b4\u9732\u73b0\u6709\u751f\u6210\u6a21\u578b\u5728\u4e00\u81f4\u6027\u4e0a\u7684\u77ed\u677f\u3002\u503c\u5f97\u4e00\u63d0\u7684\u662f\uff0c\u5f97\u76ca\u4e8e\u5927\u8bed\u8a00\u6a21\u578b\u7684\u53d1\u5c55\uff0c\u7814\u7a76\u5458\u4eec\u6240\u4f7f\u7528\u7684\u6e38\u620f\u73af\u5883\u662f\u7531\u5927\u8bed\u8a00\u6a21\u578b\u751f\u6210\u5e76\u57fa\u4e8e Pygame \u5b9e\u73b0\u7684\u3002\u8fd9\u4e00\u73af\u5883\u652f\u6301\u6e38\u620f\u8fc7\u7a0b\u4e2d\u7684\u6bcf\u4e00\u5e27\u753b\u9762\u4e0e\u5bf9\u5e94\u7684\u6570\u503c\u72b6\u6001\u540c\u6b65\u5bfc\u51fa\uff0c\u4e3a\u540e\u7eed\u7684\u5206\u6790\u548c\u7814\u7a76\u63d0\u4f9b\u4e86\u826f\u597d\u7684\u6570\u636e\u57fa\u7840\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"181\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/maag-2-1024x181.png\" alt=\"chart, bar chart\" class=\"wp-image-1136177\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/maag-2-1024x181.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/maag-2-300x53.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/maag-2-768x135.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/maag-2-1536x271.png 1536w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/maag-2-2048x361.png 2048w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/maag-2-240x42.png 240w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u56fe2\uff1a\u7814\u7a76\u5458\u81ea\u5236\u4e86\u6781\u7b80\u76842D\u6e38\u620f\u300a\u65c5\u884c\u8005\uff08Traveler\uff09\u300b\uff0c\u901a\u8fc7\u5c0f\u9ed1\u5757\u7a7f\u8d8a\u7a7a\u5730\u3001\u751f\u6210\u5efa\u7b51\u5f97\u5206\uff0c\u53ef\u76f4\u89c2\u66b4\u9732\u751f\u6210\u6a21\u578b\u5728\u4e00\u81f4\u6027\u4e0a\u7684\u4e0d\u8db3\u3002<\/figcaption><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"maag\u6846\u67b6-\u53cc\u6a21\u5757\u9769\u65b0\u91cd\u5851\u6e38\u620f\u4e00\u81f4\u6027-\u5f00\u542fai\u751f\u6210\u6e38\u620f\u65b0\u8303\u5f0f\">MaaG\u6846\u67b6\uff1a\u53cc\u6a21\u5757\u9769\u65b0\u91cd\u5851\u6e38\u620f\u4e00\u81f4\u6027\uff0c\u5f00\u542fAI\u751f\u6210\u6e38\u620f\u65b0\u8303\u5f0f<\/h2>\n\n\n\n<p>MaaG \u7684\u76ee\u6807\u662f\u8ba9\u751f\u6210\u5f0f\u6a21\u578b\u5728\u7ed8\u5236\u6e38\u620f\u753b\u9762\u7684\u540c\u65f6\uff0c\u4e5f\u80fd\u771f\u6b63\u7406\u89e3\u6e38\u620f\u673a\u5236\u3002\u5728 Diffusion Transformer\uff08DiT\uff09\u57fa\u7840\u4e0a\uff0cMaaG \u6846\u67b6\u5f15\u5165\u4e86\u4e24\u4e2a\u5173\u952e\u7684\u589e\u5f3a\u6a21\u5757\uff1a\u6570\u503c\u6a21\u5757\uff08Numerical Module\uff09\u548c\u7a7a\u95f4\u6a21\u5757\uff08Spatial Module\uff09\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"318\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/maag-3-1024x318.png\" alt=\"diagram\" class=\"wp-image-1136178\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/maag-3-1024x318.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/maag-3-300x93.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/maag-3-768x238.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/maag-3-1536x477.png 1536w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/maag-3-2048x636.png 2048w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/maag-3-240x75.png 240w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u56fe3\uff1aMaaG \u6846\u67b6\u3002\u5305\u542b\u6570\u503c\u6a21\u5757\u4e0e\u7a7a\u95f4\u6a21\u5757\u4ee5\u89e3\u51b3\u751f\u6210\u5f0f\u6e38\u620f\u4e2d\u7684\u4e00\u81f4\u6027\u95ee\u9898\u3002\u5176\u4e2d\u6570\u503c\u6a21\u5757\u7528\u7ea2\u8272\u7ebf\u6761\u4e0e\u6a21\u5757\u8868\u793a\uff0c\u7a7a\u95f4\u6a21\u5757\u7528\u84dd\u8272\u7ebf\u6761\u4e0e\u6a21\u5757\u8868\u793a\u3002<\/figcaption><\/figure>\n\n\n\n<p>\u6570\u503c\u6a21\u5757\uff08Numerical Module\uff09\uff1a\u5f15\u5165\u4e86 LogicNet\u3002\u8fd9\u662f\u4e00\u4e2a\u4e13\u95e8\u8bbe\u8ba1\u7684\u5c0f\u578b\u53ef\u8bad\u7ec3\u7f51\u7edc\uff0c\u7528\u4e8e\u6839\u636e\u5f53\u524d\u6e38\u620f\u72b6\u6001\u548c\u73a9\u5bb6\u7684\u52a8\u4f5c\uff0c\u5224\u65ad\u662f\u5426\u89e6\u53d1\u6e38\u620f\u5185\u7684\u7279\u5b9a\u4e8b\u4ef6\uff08\u5982\u300a\u65c5\u884c\u8005\u300b\u4e2d\u7684\u5f97\u5206\u4e8b\u4ef6\uff09\u3002LogicNet \u4ec5\u8d1f\u8d23\u5224\u65ad\u662f\u5426\u5f97\u5206\uff0c\u5177\u4f53\u7684\u5f97\u5206\u8ba1\u7b97\uff08\u4f8b\u5982 93 + 1 = 94\uff09\u5728\u6a21\u578b\u5916\u90e8\u5b8c\u6210\u3002\u8ba1\u7b97\u5f97\u5230\u7684\u6570\u503c\u4f1a\u88ab\u8f6c\u5316\u4e3a\u7279\u6b8a\u7684\u6570\u5b57 token\uff0c\u91c7\u7528 TextDiffuser-2 \u7684\u8303\u5f0f\u4f5c\u4e3a\u6761\u4ef6\u91cd\u65b0\u6ce8\u5165\u5230 DiT \u6a21\u578b\uff0c\u4ee5\u5f15\u5bfc\u5176\u5728\u56fe\u50cf\u4e2d\u7ed8\u5236\u51fa\u6b63\u786e\u7684\u5206\u6570\u3002\u901a\u8fc7\u8fd9\u4e00\u8bbe\u8ba1\uff0c\u6a21\u578b\u65e0\u9700\u627f\u62c5\u590d\u6742\u7684\u6570\u503c\u8ba1\u7b97\u4efb\u52a1\uff0c\u53ea\u9700\u6309\u7167\u51c6\u786e\u7684\u6307\u4ee4\u5b8c\u6210\u6570\u503c\u7684\u53ef\u89c6\u5316\uff0c\u4ece\u800c\u663e\u8457\u63d0\u5347\u4e86\u6570\u503c\u4e00\u81f4\u6027\u3002<\/p>\n\n\n\n<p>\u7a7a\u95f4\u6a21\u5757\uff08Spatial Module\uff09\uff1a\u5f15\u5165\u4e86 External Map\u3002\u6a21\u578b\u4e0d\u518d\u4ec5\u4f9d\u8d56\u9690\u72b6\u6001\uff08hidden state\uff09\u4f5c\u4e3a\u77ed\u671f\u8bb0\u5fc6\uff0c\u800c\u662f\u663e\u5f0f\u7ef4\u62a4\u4e00\u5f20\u5168\u5c40\u5730\u56fe\uff0c\u7528\u4e8e\u8bb0\u5f55\u6240\u6709\u73a9\u5bb6\u63a2\u7d22\u8fc7\u7684\u573a\u666f\u4fe1\u606f\uff08\u4f8b\u5982 Traveler \u4e2d\u5404\u4f4d\u7f6e\u7684\u5efa\u7b51\u989c\u8272\uff09\u3002\u5728\u751f\u6210\u65b0\u753b\u9762\u4e4b\u524d\uff0c\u6a21\u578b\u4f1a\u57fa\u4e8e\u73a9\u5bb6\u7684\u5f53\u524d\u4f4d\u7f6e\uff0c\u4ece\u5916\u90e8\u5730\u56fe\u4e2d\u68c0\u7d22\u5468\u8fb9\uff08\u5305\u62ec\u90e8\u5206\u89c6\u91ce\u5916\uff09\u533a\u57df\u7684\u73af\u5883\u4fe1\u606f\uff0c\u4f5c\u4e3a\u989d\u5916\u6761\u4ef6\u8f93\u5165 DiT\uff0c\u4ee5\u786e\u4fdd\u65b0\u751f\u6210\u7684\u573a\u666f\u4e0e\u5386\u53f2\u573a\u666f\u8fde\u8d2f\u4e00\u81f4\u3002\u5728\u751f\u6210\u65b0\u753b\u9762\u540e\uff0c\u6a21\u578b\u4f1a\u901a\u8fc7\u6ed1\u52a8\u7a97\u53e3\u5339\u914d\uff08Sliding Window Matching\uff09\u7b97\u6cd5\uff0c\u5c06\u65b0\u89c2\u6d4b\u5230\u7684\u5c40\u90e8\u73af\u5883\u7cbe\u51c6\u5bf9\u9f50\u5e76\u878d\u5408\u5230\u5916\u90e8\u5730\u56fe\uff0c\u5b9e\u65f6\u66f4\u65b0\u4e16\u754c\u4fe1\u606f\u3002\u7c7b\u4f3c\u4e8e\u4e3a AI \u914d\u5907\u4e86 GPS \u4e0e\u5730\u56fe\u518c\uff0c\u73a9\u5bb6\u65e0\u8bba\u5982\u4f55\u79fb\u52a8\uff0cAI \u90fd\u80fd\u786e\u4fdd\u4e16\u754c\u73af\u5883\u4fdd\u6301\u4e00\u81f4\uff0c\u907f\u514d\u51fa\u73b0\u573a\u666f\u9519\u4e71\u95ee\u9898\u3002<\/p>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<figure class=\"wp-block-video\"><video height=\"1080\" style=\"aspect-ratio: 1080 \/ 1080;\" width=\"1080\" controls src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/maag-video-1-1.mp4\"><\/video><\/figure>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<figure class=\"wp-block-video\"><video height=\"1080\" style=\"aspect-ratio: 1080 \/ 1080;\" width=\"1080\" controls src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/maag-video-2-1.mp4\"><\/video><\/figure>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<figure class=\"wp-block-video\"><video height=\"128\" style=\"aspect-ratio: 128 \/ 128;\" width=\"128\" controls src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/maag-video-3.mp4\"><\/video><\/figure>\n<\/div>\n<\/div>\n\n\n\n<p><em>\u751f\u6210\u5f0f\u6e38\u620f\u4e0d\u540c\u4e8e\u4f20\u7edf\u4f9d\u8d56\u6e38\u620f\u5f15\u64ce\u6e32\u67d3\u7684\u65b9\u5f0f\uff0c\u5176\u6bcf\u4e00\u5e27\u753b\u9762\u5747\u7531\u795e\u7ecf\u7f51\u7edc\u76f4\u63a5\u751f\u6210\u3002\u4ee5\u4e0a\u89c6\u9891\u4f9d\u6b21\u5c55\u793a\u4e86\u300a\u65c5\u884c\u8005\uff08Traveler\uff09\u300b\u3001\u300a\u4e52\u4e53\uff08Pong\uff09\u300b\u4e0e\u300a\u5403\u8c46\u4eba\uff08Pac-Man\uff09\u300b\uff08\u4ece\u5de6\u81f3\u53f3\uff09\u4e09\u4e2a\u6e38\u620f\u7684\u751f\u6210\u793a\u4f8b\u3002<\/em><\/p>\n\n\n\n<p>\u5728\u5b9e\u9645\u5b9e\u9a8c\u4e2d\uff0cMaaG \u5728 \u300a\u65c5\u884c\u8005\uff08Traveler\uff09\u300b\u3001\u300a\u4e52\u4e53\uff08Pong\uff09\u300b\u548c\u300a\u5403\u8c46\u4eba\uff08Pac-Man\uff09\u300b\u8fd9\u4e09\u4e2a\u98ce\u683c\u5404\u5f02\u7684\u6e38\u620f\u73af\u5883\u4e2d\uff0c\u5747\u663e\u8457\u63d0\u5347\u4e86\u6570\u503c\u4e00\u81f4\u6027\u4e0e\u7a7a\u95f4\u4e00\u81f4\u6027\uff0c\u4f7f\u751f\u6210\u7684\u6e38\u620f\u8fc7\u7a0b\u66f4\u52a0\u53ef\u4fe1\u3001\u53ef\u73a9\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"859\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/maag-4-1024x859.png\" alt=\"MaaG \u5728\u591a\u79cd\u6e38\u620f\u4e2d\u663e\u8457\u63d0\u5347\u4e86\u4e00\u81f4\u6027\uff0c\u89e3\u51b3\u4e86\u57fa\u7ebf\u5206\u6570\u6ce2\u52a8\u548c\u573a\u666f\u7a81\u53d8\u95ee\u9898\uff0c\u5e76\u5177\u5907\u826f\u597d\u7684\u7075\u6d3b\u6027\u4e0e\u901a\u7528\u6027\u3002\" class=\"wp-image-1136180\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/maag-4-1024x859.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/maag-4-300x252.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/maag-4-768x645.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/maag-4-1536x1289.png 1536w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/maag-4-214x180.png 214w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/maag-4.png 1692w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u56fe4\uff1aMaaG \u5728\u591a\u79cd\u6e38\u620f\u4e2d\u663e\u8457\u63d0\u5347\u4e86\u4e00\u81f4\u6027\uff0c\u89e3\u51b3\u4e86\u57fa\u7ebf\u5206\u6570\u6ce2\u52a8\u548c\u573a\u666f\u7a81\u53d8\u95ee\u9898\uff0c\u5e76\u5177\u5907\u826f\u597d\u7684\u7075\u6d3b\u6027\u4e0e\u901a\u7528\u6027\u3002<\/figcaption><\/figure>\n\n\n\n<p>\u5b9a\u6027\u7684\u5b9e\u9a8c\u7ed3\u679c\uff08\u5982\u88681\u6240\u793a\uff09\u540c\u6837\u76f4\u89c2\u5730\u5c55\u793a\u4e86\uff0cMaaG \u80fd\u6709\u6548\u7f13\u89e3\u57fa\u7ebf\u6a21\u578b\u5e38\u89c1\u7684\u5206\u6570\u5f02\u5e38\u6ce2\u52a8\u548c\u573a\u666f\u7a81\u53d8\u7b49\u95ee\u9898\u3002\u6b64\u5916\uff0c\u5f97\u76ca\u4e8e\u6a21\u5757\u5316\u7684\u8bbe\u8ba1\uff0cMaaG \u5177\u6709\u826f\u597d\u7684\u7075\u6d3b\u6027\u4e0e\u901a\u7528\u6027\uff0c\u80fd\u591f\u8f7b\u677e\u9002\u914d\u5404\u7c7b 1D \u6216 2D \u6e38\u620f\uff0c\u4ec5\u9700\u9488\u5bf9\u5177\u4f53\u4efb\u52a1\u5bf9 LogicNet \u7684\u4e8b\u4ef6\u5224\u5b9a\u89c4\u5219\u548c\u7a7a\u95f4\u5730\u56fe\u7684\u7ef4\u5ea6\u8fdb\u884c\u7b80\u5355\u8c03\u6574\u5373\u53ef\u3002\u66f4\u91cd\u8981\u7684\u662f\uff0cMaaG \u652f\u6301\u5f00\u53d1\u8005\u5728\u6e38\u620f\u5f00\u59cb\u524d\u76f4\u63a5\u9884\u8bbe\u5916\u90e8\u5730\u56fe\uff0c\u6216\u5728\u6e38\u620f\u8fc7\u7a0b\u4e2d\u52a8\u6001\u4fee\u6539\u73af\u5883\u4fe1\u606f\uff0c\u4e3a AI \u751f\u6210\u5f0f\u6e38\u620f\u63d0\u4f9b\u4e86\u66f4\u9ad8\u7684\u53ef\u63a7\u6027\uff0c\u7a81\u7834\u4e86 GameGAN \u7b49\u4f9d\u8d56\u9690\u5f0f\u8868\u793a\u65b9\u6cd5\u7684\u5c40\u9650\u3002\u5c3d\u7ba1\u5f15\u5165\u4e86 LogicNet \u548c\u7a7a\u95f4\u6a21\u5757\uff0c\u4f46 MaaG \u5728\u63a8\u7406\u9636\u6bb5\u7684\u8ba1\u7b97\u5f00\u9500\u6781\u4f4e\uff08\u4ec5\u7ea60.015\u79d2\uff09\uff0c\u5bf9\u6574\u4f53\u751f\u6210\u901f\u5ea6\u5f71\u54cd\u751a\u5fae\uff0c\u80fd\u591f\u5145\u5206\u4fdd\u969c\u6e38\u620f\u7684\u6d41\u7545\u6027\u4e0e\u53ef\u73a9\u6027\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"254\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/maag-5-1024x254.png\" alt=\"table\" class=\"wp-image-1136179\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/maag-5-1024x254.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/maag-5-300x74.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/maag-5-768x190.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/maag-5-1536x381.png 1536w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/maag-5-240x59.png 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/maag-5.png 1760w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u88681\uff1aMaaG \u5728\u300a\u65c5\u884c\u8005\uff08Traveler\uff09\u300b\u3001\u300a\u4e52\u4e53\uff08Pong\uff09\u300b\u548c \u300a\u5403\u8c46\u4eba\uff08Pac-Man\uff09\u300b\u4e09\u4e2a\u6e38\u620f\u4e0a\u7684\u4e00\u81f4\u6027\u63d0\u5347\u6548\u679c\u3002\u5f15\u5165\u4e00\u81f4\u6027\u6a21\u5757\u540e\uff0c\u6570\u503c\u4e00\u81f4\u6027\uff08NumCon\uff09\u3001\u7a7a\u95f4\u4e00\u81f4\u6027\uff08SpaCon\uff09\u4ee5\u53ca\u52a8\u4f5c\u8bc6\u522b\u51c6\u786e\u7387\uff08ActAcc\uff09\u5747\u6709\u663e\u8457\u63d0\u5347\uff0c\u540c\u65f6 FID \u548c FVD \u7b49\u751f\u6210\u8d28<\/figcaption><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u4ece\u5c40\u9650\u8fc8\u5411\u66f4\u667a\u80fd\u7684\u6e38\u620f\u751f\u6210\">\u4ece\u5c40\u9650\u8fc8\u5411\u66f4\u667a\u80fd\u7684\u6e38\u620f\u751f\u6210<\/h2>\n\n\n\n<p>\u5c3d\u7ba1\u53d6\u5f97\u4e86\u663e\u8457\u7684\u8fdb\u5c55\uff0cMaaG \u6846\u67b6\u4ecd\u5b58\u5728\u4e00\u5b9a\u7684\u5c40\u9650\u6027\u3002\u7814\u7a76\u5458\u4eec\u6307\u51fa\uff0c\u5f53\u6e38\u620f\u73af\u5883\u4e2d\u5b58\u5728\u5927\u91cf\u9ad8\u5ea6\u91cd\u590d\u7684\u80cc\u666f\u5143\u7d20\u65f6\uff0c\u7a7a\u95f4\u5339\u914d\u7b97\u6cd5\u53ef\u80fd\u4f1a\u51fa\u73b0\u5931\u6548\u7684\u60c5\u51b5\u3002\u5c3d\u7ba1\u5982\u6b64\uff0cMaaG 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