{"id":31127,"date":"2025-07-17T17:33:28","date_gmt":"2025-07-17T09:33:28","guid":{"rendered":"http:\/\/192.168.10.115\/?p=31127"},"modified":"2025-07-17T17:33:28","modified_gmt":"2025-07-17T09:33:28","slug":"2025-07-17-%e4%bb%8e%e6%84%9f%e7%9f%a5%e5%88%b0%e9%a2%84%e5%88%a4%ef%bc%9a%e4%b8%96%e7%95%8c%e6%a8%a1%e5%9e%8b%e5%a6%82%e4%bd%95%e8%ae%a9%e8%87%aa%e5%8a%a8%e9%a9%be%e9%a9%b6%e7%aa%81%e7%a0%b4","status":"publish","type":"post","link":"http:\/\/222.128.65.89:18086\/index.php\/2025\/07\/17\/31127\/","title":{"rendered":"2025-07-17 \u4ece\u611f\u77e5\u5230\u9884\u5224\uff1a\u4e16\u754c\u6a21\u578b\u5982\u4f55\u8ba9\u81ea\u52a8\u9a7e\u9a76\u7a81\u7834 \u201c\u8001\u53f8\u673a\u201d \u74f6\u9888"},"content":{"rendered":"\n<p>\u539f\u6587\u94fe\u63a5\uff1a<a href=\"https:\/\/36kr.com\/p\/3379671971453315\">https:\/\/36kr.com\/p\/3379671971453315<\/a><\/p>\n\n\n\n<p>\u5f53 Waymo \u7684\u65e0\u4eba\u8f66\u5728\u65e7\u91d1\u5c71\u8857\u5934\u65e5\u5747\u5b8c\u6210 1.4 \u4e07\u5355\u63a5\u9001\u4efb\u52a1\u65f6\uff0c\u53f8\u673a\u4eec\u7684\u8bc4\u4ef7\u5374\u59cb\u7ec8\u5e26\u7740\u4e00\u4e1d\u8c03\u4f83 \u2014\u2014\u201c\u8fd9\u8f66\u6709\u70b9\u695e\u201d\u3002\u5b83\u80fd\u7cbe\u51c6\u505c\u5728\u7ea2\u706f\u524d\uff0c\u5374\u8bfb\u4e0d\u61c2\u5916\u5356\u5c0f\u54e5\u7a81\u7136\u53d8\u9053\u7684\u610f\u56fe\uff1b\u80fd\u5728\u66b4\u96e8\u4e2d\u8bc6\u522b\u8f66\u9053\u7ebf\uff0c\u5374\u731c\u4e0d\u900f\u524d\u8f66\u53cc\u95ea\u80cc\u540e\u7684\u7d27\u6025\u72b6\u51b5\u3002\u81ea\u52a8\u9a7e\u9a76\u6280\u672f\u770b\u4f3c\u5df2\u903c\u8fd1\u5b9e\u7528\u95e8\u69db\uff0c\u5374\u59cb\u7ec8\u9694\u7740\u4e00\u5c42 \u201c\u5e38\u8bc6\u201d \u7684\u7a97\u6237\u7eb8\u3002\u8fd9\u5c42\u7a97\u6237\u7eb8\u7684\u80cc\u540e\uff0c\u662f AI \u6a21\u578b\u4ece \u201c\u770b\u89c1\u201d \u5230 \u201c\u7406\u89e3\u201d \u518d\u5230 \u201c\u60f3\u8c61\u201d \u7684\u8fdb\u5316\u4e4b\u8def\uff0c\u800c\u4e16\u754c\u6a21\u578b\uff08World Model\uff09\u7684\u51fa\u73b0\uff0c\u6b63\u8ba9\u81ea\u52a8\u9a7e\u9a76\u671d\u7740 \u201c\u8001\u53f8\u673a\u201d \u7684\u76f4\u89c9\u601d\u7ef4\u52a0\u901f\u8fc8\u8fdb\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/img.36krcdn.com\/hsossms\/20250715\/v2_8889f41390f848d2902a8c4782826ef0@1743780481_oswg88832oswg1080oswg608_img_000?x-oss-process=image\/format,jpg\/interlace,1\" alt=\"\"\/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u4ece \u201c\u6a21\u5757\u5316\u6d41\u6c34\u7ebf\u201d \u5230 \u201c\u8ba4\u77e5\u95ed\u73af\u201d<\/strong><\/h2>\n\n\n\n<p>\u5f53\u524d\u91cf\u4ea7\u81ea\u52a8\u9a7e\u9a76\u7cfb\u7edf\u7684\u4e3b\u6d41\u67b6\u6784\uff0c\u50cf\u4e00\u6761\u7cbe\u5bc6\u8fd0\u8f6c\u7684 \u201c\u6a21\u5757\u5316\u6d41\u6c34\u7ebf\u201d\u3002\u6444\u50cf\u5934\u4e0e\u6fc0\u5149\u96f7\u8fbe\u5c06\u73b0\u5b9e\u4e16\u754c\u62c6\u89e3\u6210 3D \u70b9\u4e91\u548c 2D \u8bed\u4e49\u6807\u7b7e\uff0c\u9884\u6d4b\u6a21\u5757\u57fa\u4e8e\u5386\u53f2\u8f68\u8ff9\u63a8\u7b97\u76ee\u6807\u4e0b\u4e00\u6b65\u52a8\u4f5c\uff0c\u6700\u540e\u7531\u89c4\u5212\u5668\u8ba1\u7b97\u51fa\u65b9\u5411\u76d8\u8f6c\u89d2\u4e0e\u6cb9\u95e8\u529b\u5ea6\u3002\u8fd9\u79cd \u201c\u611f\u77e5 &#8211; \u9884\u6d4b &#8211; \u89c4\u5212\u201d \u7684\u5272\u88c2\u8bbe\u8ba1\uff0c\u5c31\u50cf\u7ed9\u673a\u5668\u88c5\u4e0a\u4e86\u9ad8\u7cbe\u5ea6\u7684\u773c\u775b\u548c\u624b\u811a\uff0c\u5374\u5fd8\u4e86\u8d4b\u4e88\u5b83\u601d\u8003\u7684\u5927\u8111\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/img.36krcdn.com\/hsossms\/20250715\/v2_e15b171ac03549619ca29758bdad81c7@1743780481_oswg70968oswg904oswg500_img_000?x-oss-process=image\/format,jpg\/interlace,1\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u5728\u590d\u6742\u4ea4\u901a\u573a\u666f\u4e2d\uff0c\u8fd9\u5957\u7cfb\u7edf\u7684\u77ed\u677f\u66b4\u9732\u65e0\u9057\u3002\u5f53\u7eb8\u7bb1\u88ab\u72c2\u98ce\u5377\u8d77\u65f6\uff0c\u5b83\u65e0\u6cd5\u9884\u5224\u843d\u70b9\uff1b\u5f53\u5c0f\u5b69\u5728\u8def\u8fb9\u8ffd\u9010\u76ae\u7403\u65f6\uff0c\u5b83\u96be\u4ee5\u60f3\u8c61\u51b2\u51fa\u6591\u9a6c\u7ebf\u7684\u53ef\u80fd\u6027\u3002\u95ee\u9898\u7684\u6838\u5fc3\u5728\u4e8e\uff0c\u673a\u5668\u7f3a\u4e4f\u4eba\u7c7b\u5927\u8111\u90a3\u79cd \u201c\u6709\u9650\u89c2\u6d4b\u2192\u5b8c\u6574\u5efa\u6a21\u2192\u672a\u6765\u63a8\u6f14\u201d \u7684\u8ba4\u77e5\u80fd\u529b\u3002\u4eba\u7c7b\u53f8\u673a\u770b\u5230\u79ef\u6c34\u8def\u9762\u4f1a\u81ea\u52a8\u51cf\u901f\uff0c\u4e0d\u662f\u56e0\u4e3a\u8bc6\u522b\u4e86 \u201c\u79ef\u6c34\u201d \u6807\u7b7e\uff0c\u800c\u662f\u57fa\u4e8e \u201c\u6c34\u819c\u4f1a\u964d\u4f4e\u6469\u64e6\u7cfb\u6570\u201d \u7684\u7269\u7406\u5e38\u8bc6 \u2014\u2014 \u8fd9\u79cd\u5bf9\u4e16\u754c\u8fd0\u884c\u89c4\u5f8b\u7684\u5185\u5728\u7406\u89e3\uff0c\u6b63\u662f\u5f53\u524d AI \u6700\u6b20\u7f3a\u7684\u80fd\u529b\u3002<\/p>\n\n\n\n<p>\u4e16\u754c\u6a21\u578b\u7684\u7a81\u7834\u6027\u610f\u4e49\uff0c\u5728\u4e8e\u5b83\u6784\u5efa\u4e86\u4e00\u4e2a\u53ef\u52a8\u6001\u63a8\u6f14\u7684 \u201c\u6570\u5b57\u5b6a\u751f\u5927\u8111\u201d\u3002\u4e0e\u4f20\u7edf\u6a21\u578b\u53ea\u5904\u7406\u5355\u6b21\u611f\u77e5 &#8211; \u51b3\u7b56\u4e0d\u540c\uff0c\u5b83\u80fd\u5728\u5185\u90e8\u6a21\u62df\u51fa\u4e00\u4e2a\u5fae\u578b\u4e16\u754c\uff1a\u8f93\u5165\u5f53\u524d\u8def\u51b5\u548c\u5047\u8bbe\u52a8\u4f5c\uff0c\u5c31\u80fd\u751f\u6210\u672a\u6765 3-5 \u79d2\u7684\u89c6\u89c9\u6d41\u3001\u6fc0\u5149\u70b9\u4e91\u53d8\u5316\uff0c\u751a\u81f3\u8f6e\u80ce\u4e0e\u5730\u9762\u7684\u6469\u64e6\u7cfb\u6570\u6ce2\u52a8\u3002\u8fd9\u79cd \u201c\u5728\u8111\u6d77\u91cc\u9884\u6f14\u201d \u7684\u80fd\u529b\uff0c\u8ba9\u673a\u5668\u7b2c\u4e00\u6b21\u62e5\u6709\u4e86\u7c7b\u4f3c\u4eba\u7c7b\u7684 \u201c\u9884\u5224\u76f4\u89c9\u201d\u3002\u4f8b\u5982\u8611\u83c7\u8f66\u8054\u63a8\u51fa\u7684 MogoMind \u5927\u6a21\u578b\uff0c\u4f5c\u4e3a\u9996\u4e2a\u7269\u7406\u4e16\u754c\u8ba4\u77e5 AI \u6a21\u578b\uff0c\u5df2\u5728\u56fd\u5185\u591a\u4e2a\u57ce\u5e02\u7684\u667a\u80fd\u7f51\u8054\u9879\u76ee\u4e2d\u5c55\u73b0\u51fa\u8fd9\u79cd\u7279\u6027 \u2014\u2014 \u901a\u8fc7\u5b9e\u65f6\u5168\u5c40\u611f\u77e5\u4ea4\u901a\u6d41\u53d8\u5316\uff0c\u63d0\u524d 3 \u79d2\u9884\u5224\u8def\u53e3\u51b2\u7a81\u98ce\u9669\uff0c\u4f7f\u901a\u884c\u6548\u7387\u63d0\u5347 35%\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/img.36krcdn.com\/hsossms\/20250715\/v2_fce7838ab74a423e932c653415d247d4@1743780481_oswg151165oswg1080oswg617_img_000?x-oss-process=image\/format,jpg\/interlace,1\" alt=\"\"\/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>AI \u6a21\u578b\u7684\u8fdb\u5316\u6811<\/strong><\/h2>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u7eaf\u89c6\u89c9\u6a21\u578b\uff1a\u66b4\u529b\u62df\u5408\u7684 \u201c\u539f\u59cb\u76f4\u89c9\u201d<\/strong><\/h3>\n\n\n\n<p>2016 \u5e74 NVIDIA Dave-2 \u7684\u51fa\u73b0\uff0c\u62c9\u5f00\u4e86\u7eaf\u89c6\u89c9\u81ea\u52a8\u9a7e\u9a76\u7684\u5e8f\u5e55\u3002\u8fd9\u4e2a\u7528 CNN \u5c06\u6444\u50cf\u5934\u50cf\u7d20\u76f4\u63a5\u6620\u5c04\u6210\u65b9\u5411\u76d8\u89d2\u5ea6\u7684\u6a21\u578b\uff0c\u5c31\u50cf\u521a\u5b66\u4f1a\u8d70\u8def\u7684\u5a74\u513f\uff0c\u901a\u8fc7\u767e\u4e07\u7ea7\u9a7e\u9a76\u7247\u6bb5\u7684 \u201c\u808c\u8089\u8bb0\u5fc6\u201d \u6765\u6a21\u4eff\u4eba\u7c7b\u64cd\u4f5c\u3002\u5b83\u7684\u4f18\u52bf\u5728\u4e8e\u7ed3\u6784\u7b80\u5355 \u2014\u2014 \u4ec5\u9700\u6444\u50cf\u5934\u548c\u4f4e\u6210\u672c\u82af\u7247\uff0c\u4f46\u81f4\u547d\u7f3a\u9677\u662f \u201c\u89c1\u8fc7\u5373\u4f1a\uff0c\u6ca1\u89c1\u8fc7\u5c31\u61f5\u201d\u3002\u5f53\u9047\u5230\u8bad\u7ec3\u6570\u636e\u5916\u7684\u573a\u666f\uff0c\u6bd4\u5982\u4fa7\u7ffb\u7684\u5361\u8f66\u3001\u9006\u884c\u7684\u6469\u6258\u8f66\u65f6\uff0c\u7cfb\u7edf\u5c31\u4f1a\u77ac\u95f4\u5931\u6548\u3002\u8fd9\u79cd \u201c\u6570\u636e\u4f9d\u8d56\u75c7\u201d\uff0c\u8ba9\u7eaf\u89c6\u89c9\u6a21\u578b\u59cb\u7ec8\u505c\u7559\u5728 \u201c\u6761\u4ef6\u53cd\u5c04\u201d \u9636\u6bb5\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u591a\u6a21\u6001\u878d\u5408\uff1a\u589e\u5f3a\u611f\u77e5\u7684 \u201c\u5e7f\u89d2\u955c\u5934\u201d<\/strong><\/h3>\n\n\n\n<p>2019 \u5e74\u540e\uff0cBEV\uff08\u9e1f\u77b0\u56fe\uff09\u6280\u672f\u6210\u4e3a\u884c\u4e1a\u65b0\u5ba0\u3002\u6fc0\u5149\u96f7\u8fbe\u70b9\u4e91\u3001\u6beb\u7c73\u6ce2\u96f7\u8fbe\u4fe1\u53f7\u3001\u9ad8\u7cbe\u5730\u56fe\u6570\u636e\u88ab\u7edf\u4e00\u6295\u5c04\u5230\u4fef\u89c6\u56fe\u4e0a\uff0c\u518d\u901a\u8fc7 Transformer 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src=\"https:\/\/img.36krcdn.com\/hsossms\/20250715\/v2_51bb914f047c42e4a9a7e2d5e644a96e@1743780481_oswg80733oswg1080oswg808_img_000?x-oss-process=image\/format,jpg\/interlace,1\" alt=\"\"\/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u89c6\u89c9 &#8211; \u8bed\u8a00\u6a21\u578b\uff1a\u4f1a \u201c\u8bf4\u8bdd\u201d \u7684\u611f\u77e5\u5668<\/strong><\/h3>\n\n\n\n<p>GPT-4V\u3001LLaVA-1.5 \u7b49\u89c6\u89c9 &#8211; \u8bed\u8a00\u5927\u6a21\u578b\uff08VLM\uff09\u7684\u5d1b\u8d77\uff0c\u8ba9 AI \u7b2c\u4e00\u6b21\u80fd \u201c\u770b\u56fe\u8bf4\u8bdd\u201d\u3002\u5f53\u770b\u5230\u524d\u8f66\u6025\u5239\u65f6\uff0c\u5b83\u80fd\u89e3\u91ca \u201c\u56e0\u4e3a\u6709\u732b\u7a9c\u51fa\u201d\uff1b\u5f53\u8bc6\u522b\u5230\u9053\u8def\u65bd\u5de5\u65f6\uff0c\u4f1a\u5efa\u8bae \u201c\u7ed5\u884c\u5de6\u4fa7\u8f66\u9053\u201d\u3002\u8fd9\u79cd\u5c06\u89c6\u89c9\u4fe1\u53f7\u8f6c\u5316\u4e3a\u8bed\u8a00\u63cf\u8ff0\u7684\u80fd\u529b\uff0c\u770b\u4f3c\u8ba9\u673a\u5668\u5177\u5907\u4e86 \u201c\u7406\u89e3\u201d \u80fd\u529b\uff0c\u4f46\u5728\u81ea\u52a8\u9a7e\u9a76\u573a\u666f\u4e2d\u4ecd\u5b58\u5c40\u9650\u3002<\/p>\n\n\n\n<p>\u8bed\u8a00\u4f5c\u4e3a\u4e2d\u95f4\u8f7d\u4f53\uff0c\u5fc5\u7136\u4e22\u5931\u7269\u7406\u7ec6\u8282 \u2014\u2014 \u4e92\u8054\u7f51\u56fe\u6587\u6570\u636e\u91cc\u4e0d\u4f1a\u8bb0\u5f55 \u201c\u6e7f\u4e95\u76d6\u6469\u64e6\u7cfb\u6570\u4e0b\u964d 18%\u201d \u8fd9\u79cd\u4e13\u4e1a\u53c2\u6570\u3002\u66f4\u5173\u952e\u7684\u662f\uff0cVLM \u7684\u63a8\u7406\u57fa\u4e8e\u6587\u672c\u76f8\u5173\u6027\uff0c\u800c\u975e\u7269\u7406\u89c4\u5f8b\u3002\u5b83\u53ef\u80fd\u56e0\u4e3a \u201c\u66b4\u96e8\u201d \u548c \u201c\u51cf\u901f\u201d \u5728\u8bed\u6599\u4e2d\u9ad8\u5ea6\u76f8\u5173\u800c\u7ed9\u51fa\u6b63\u786e\u51b3\u7b56\uff0c\u5374\u65e0\u6cd5\u7406\u89e3\u80cc\u540e\u7684\u6d41\u4f53\u529b\u5b66\u539f\u7406\u3002\u8fd9\u79cd \u201c\u77e5\u5176\u7136\u4e0d\u77e5\u5176\u6240\u4ee5\u7136\u201d \u7684\u7279\u6027\uff0c\u8ba9\u5b83\u96be\u4ee5\u5e94\u5bf9\u6781\u7aef\u573a\u666f\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/img.36krcdn.com\/hsossms\/20250715\/v2_0f02c57407d0439887f5be37bf2c1c8a@1743780481_oswg234353oswg499oswg351_img_000?x-oss-process=image\/format,jpg\/interlace,1\" alt=\"\"\/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u89c6\u89c9 &#8211; \u8bed\u8a00 &#8211; \u52a8\u4f5c\u6a21\u578b\uff1a\u4ece \u201c\u8bf4\u201d \u5230 \u201c\u505a\u201d \u7684\u8de8\u8d8a<\/strong><\/h3>\n\n\n\n<p>2024 \u5e74\u767b\u573a\u7684 VLA\uff08\u89c6\u89c9 &#8211; \u8bed\u8a00 &#8211; \u52a8\u4f5c\u6a21\u578b\uff09\u8fc8\u51fa\u4e86\u5173\u952e\u4e00\u6b65\u3002NVIDIA VIMA \u548c Google RT-2 \u80fd\u76f4\u63a5\u5c06 \u201c\u628a\u676f\u5b50\u9012\u7ed9\u6211\u201d \u7684\u8bed\u8a00\u6307\u4ee4\uff0c\u8f6c\u5316\u4e3a\u673a\u68b0\u81c2\u7684\u5173\u8282\u89d2\u5ea6\uff1b\u5728\u9a7e\u9a76\u573a\u666f\u4e2d\uff0c\u53ef\u6839\u636e\u89c6\u89c9\u8f93\u5165\u548c\u8bed\u97f3\u5bfc\u822a\u751f\u6210\u8f6c\u5411\u52a8\u4f5c\u3002\u8fd9\u79cd \u201c\u7aef\u5230\u7aef\u201d \u7684\u6620\u5c04\u8df3\u8fc7\u4e86\u590d\u6742\u7684\u4e2d\u95f4\u903b\u8f91\uff0c\u8ba9 AI \u4ece \u201c\u8bf4\u5f97\u51fa\u201d \u8fdb\u5316\u5230 \u201c\u505a\u5f97\u5230\u201d\u3002<\/p>\n\n\n\n<p>\u4f46 VLA \u7684\u77ed\u677f\u4f9d\u7136\u660e\u663e\uff1a\u5b83\u4f9d\u8d56\u4e92\u8054\u7f51\u7ea7\u522b\u7684\u56fe\u6587 &#8211; \u89c6\u9891\u6570\u636e\uff0c\u7f3a\u4e4f\u5bf9\u7269\u7406\u4e16\u754c\u7684\u5fae\u5206\u7406\u89e3\u3002\u5f53\u9762\u5bf9 \u201c\u7ed3\u51b0\u8def\u9762\u9700\u8981\u63d0\u524d 3 \u500d\u5239\u8f66\u8ddd\u79bb\u201d \u8fd9\u7c7b\u573a\u666f\u65f6\uff0c\u57fa\u4e8e\u6570\u636e\u7edf\u8ba1\u7684\u6a21\u578b\u65e0\u6cd5\u63a8\u5bfc\u51fa\u7cbe\u786e\u7684\u7269\u7406\u5173\u7cfb\uff0c\u53ea\u80fd\u4f9d\u8d56\u76f8\u4f3c\u573a\u666f\u7684\u7ecf\u9a8c\u8fc1\u79fb\u3002\u5728\u5343\u53d8\u4e07\u5316\u7684\u4ea4\u901a\u73af\u5883\u4e2d\uff0c\u8fd9\u79cd \u201c\u7ecf\u9a8c\u4e3b\u4e49\u201d \u5f88\u5bb9\u6613\u5931\u6548\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/img.36krcdn.com\/hsossms\/20250715\/v2_85074a07cad84fc8a90262a65af7501d@1743780481_oswg61408oswg960oswg540_img_000?x-oss-process=image\/format,jpg\/interlace,1\" alt=\"\"\/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u4e16\u754c\u6a21\u578b\uff1a\u4f1a \u201c\u60f3\u8c61\u201d \u7684\u6570\u5b57\u5927\u8111<\/strong><\/h3>\n\n\n\n<p>\u4e16\u754c\u6a21\u578b\u4e0e\u4e0a\u8ff0\u6240\u6709\u6a21\u578b\u7684\u672c\u8d28\u533a\u522b\uff0c\u5728\u4e8e\u5b83\u5b9e\u73b0\u4e86 \u201c\u9884\u6d4b &#8211; \u51b3\u7b56\u201d \u7684\u95ed\u73af\u63a8\u6f14\u3002\u5176\u6838\u5fc3\u67b6\u6784 V-M-C\uff08Vision-Memory-Controller\uff09\u5f62\u6210\u4e86\u7c7b\u4f3c\u4eba\u7c7b\u5927\u8111\u7684\u8ba4\u77e5\u94fe\u6761\uff1a<\/p>\n\n\n\n<p>Vision \u6a21\u5757\u7528 VQ-VAE \u5c06 256\u00d7512 \u7684\u6444\u50cf\u5934\u753b\u9762\u538b\u7f29\u6210 32\u00d732\u00d78 \u7684\u6f5c\u7801\uff0c\u50cf\u4eba\u7c7b\u89c6\u89c9\u76ae\u5c42\u4e00\u6837\u63d0\u53d6\u5173\u952e\u7279\u5f81\uff1bMemory \u6a21\u5757\u901a\u8fc7 GRU \u548c\u6df7\u5408\u5bc6\u5ea6\u7f51\u7edc\uff08MDN\uff09\u5b58\u50a8\u5386\u53f2\u4fe1\u606f\uff0c\u9884\u6d4b\u4e0b\u4e00\u5e27\u6f5c\u7801\u5206\u5e03\uff0c\u5982\u540c\u5927\u8111\u6d77\u9a6c\u4f53\u5904\u7406\u65f6\u5e8f\u8bb0\u5fc6\uff1bController \u6a21\u5757\u5219\u57fa\u4e8e\u5f53\u524d\u7279\u5f81\u548c\u8bb0\u5fc6\u72b6\u6001\u751f\u6210\u52a8\u4f5c\uff0c\u7c7b\u4f3c\u524d\u989d\u53f6\u76ae\u5c42\u7684\u51b3\u7b56\u529f\u80fd\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/img.36krcdn.com\/hsossms\/20250715\/v2_f98f480368bd4bfaa933ac2b12bc27e5@1743780481_oswg439392oswg600oswg400_img_000?x-oss-process=image\/format,jpg\/interlace,1\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u8fd9\u5957\u7cfb\u7edf\u6700\u7cbe\u5999\u4e4b\u5904\u5728\u4e8e \u201c\u68a6\u5883\u8bad\u7ec3\u201d \u673a\u5236\u3002\u5f53 V \u548c M \u6a21\u5757\u8bad\u7ec3\u5b8c\u6210\u540e\uff0c\u53ef\u8131\u79bb\u5b9e\u8f66\u5728\u4e91\u7aef\u4ee5 1000 \u500d\u5b9e\u65f6\u901f\u5ea6\u63a8\u6f14 \u2014\u2014 \u76f8\u5f53\u4e8e AI \u5728\u865a\u62df\u4e16\u754c\u91cc\u6bcf\u5929 \u201c\u72c2\u98d9\u201d 100 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\u4e09\u5ea7\u5927\u5c71\u3002\u884c\u4e1a\u5df2\u5f62\u6210\u6e05\u6670\u7684\u843d\u5730\u8def\u7ebf\u56fe\uff0c\u6b63\u6cbf\u7740 \u201c\u79bb\u7ebf\u589e\u5f3a &#8211; \u5728\u7ebf\u5b66\u4e60 &#8211; \u7aef\u5230\u7aef\u63a7\u5236\u201d \u7684\u8def\u5f84\u7a33\u6b65\u63a8\u8fdb\u3002<\/p>\n\n\n\n<p>2024 \u5e74\u4e0b\u534a\u5e74\u542f\u52a8\u7684 \u201c\u79bb\u7ebf\u6570\u636e\u589e\u5e7f\u201d \u9636\u6bb5\uff0c\u5df2\u663e\u73b0\u51fa\u5b9e\u7528\u4ef7\u503c\u3002\u56fd\u5185\u5934\u90e8\u8f66\u4f01\u5229\u7528\u4e16\u754c\u6a21\u578b\u751f\u6210 \u201c\u66b4\u96e8\u5929\u884c\u4eba\u6a2a\u7a7f\u201d\u201c\u8d27\u8f66\u9057\u6492\u969c\u788d\u7269\u201d \u7b49\u6781\u7aef\u573a\u666f\u89c6\u9891\uff0c\u7528\u4e8e\u8bad\u7ec3\u73b0\u6709\u611f\u77e5\u7cfb\u7edf\u3002\u5b9e\u6d4b\u6570\u636e\u663e\u793a\uff0c\u8fd9\u7c7b corner case \u7684\u8bef\u62a5\u7387\u4e0b\u964d 27%\uff0c\u76f8\u5f53\u4e8e\u7ed9\u81ea\u52a8\u9a7e\u9a76\u7cfb\u7edf\u6253\u4e86 \u201c\u75ab\u82d7\u201d\u3002<\/p>\n\n\n\n<p>2025 \u5e74\u5c06\u8fdb\u5165 \u201c\u95ed\u73af\u5f71\u5b50\u6a21\u5f0f\u201d \u9636\u6bb5\u3002\u8f7b\u91cf\u7ea7 Memory \u6a21\u578b\u5c06\u5d4c\u5165\u91cf\u4ea7\u8f66\uff0c\u4ee5\u6bcf\u79d2 5 \u6b21\u7684\u9891\u7387 \u201c\u7545\u60f3\u201d \u672a\u6765 2 \u79d2\u7684\u8def\u51b5\u3002\u5f53 \u201c\u60f3\u8c61\u201d \u4e0e\u5b9e\u9645\u89c4\u5212\u51fa\u73b0\u504f\u5dee\u65f6\uff0c\u6570\u636e\u4f1a\u88ab\u56de\u4f20\u81f3\u4e91\u7aef\u3002\u8fd9\u79cd \u201c\u8fb9\u5f00\u8fb9\u505a\u68a6\u201d \u7684\u4f17\u5305\u5b66\u4e60\u6a21\u5f0f\uff0c\u8ba9\u4e16\u754c\u6a21\u578b\u50cf\u4eba\u7c7b\u53f8\u673a\u4e00\u6837\uff0c\u901a\u8fc7\u65e5\u5e38\u901a\u52e4\u6301\u7eed\u79ef\u7d2f\u7ecf\u9a8c\u3002\u8611\u83c7\u8f66\u8054\u5df2\u5728\u6850\u4e61\u90e8\u7f72\u7684\u5168\u606f\u6570\u5b57\u5b6a\u751f\u8def\u53e3\uff0c\u6b63\u662f\u901a\u8fc7\u5b9e\u65f6\u91c7\u96c6\u8def\u53e3 300 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