{"id":757545,"date":"2026-03-30T10:08:30","date_gmt":"2026-03-30T02:08:30","guid":{"rendered":"https:\/\/www.alphaseek.cn\/?p=757545"},"modified":"2026-03-30T10:08:30","modified_gmt":"2026-03-30T02:08:30","slug":"%e5%b9%b2%e5%b4%a9%e5%ad%98%e5%82%a8%e8%82%a1%e7%9a%84%e8%b0%b7%e6%ad%8c%e7%88%86%e7%ba%a2%e8%ae%ba%e6%96%87%e5%a1%8c%e6%88%bf%ef%bc%81%e8%a2%ab%e6%9b%9d%e6%8a%84%e8%a2%ad%e3%80%81%e8%b4%ac%e4%bd%8e","status":"publish","type":"post","link":"https:\/\/www.alphaseek.cn\/?p=757545","title":{"rendered":"\u5e72\u5d29\u5b58\u50a8\u80a1\u7684\u8c37\u6b4c\u7206\u7ea2\u8bba\u6587\u584c\u623f\uff01\u88ab\u66dd\u6284\u88ad\u3001\u8d2c\u4f4e\u534e\u4eba\u5b66\u8005\u6210\u679c\uff0c\u8c37\u6b4c\u56de\u5e94\uff1a\u665a\u70b9\u6539"},"content":{"rendered":"<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/res\/2026\/0B539A9DA92909E9243D2542B48B80E16C6D2473_size31_w640_h272.jpg\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"\u5e72\u5d29\u5b58\u50a8\u80a1\u7684\u8c37\u6b4c\u7206\u7ea2\u8bba\u6587\u584c\u623f\uff01\u88ab\u66dd\u6284\u88ad\u3001\u8d2c\u4f4e\u534e\u4eba\u5b66\u8005\u6210\u679c\uff0c\u8c37\u6b4c\u56de\u5e94\uff1a\u665a\u70b9\u6539\"  \/><\/p>\n<p><strong>\u4f5c\u8005 | \u9648\u9a8f\u8fbe<\/strong><\/p>\n<p><strong>\u7f16\u8f91 | 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class=\"tag_link\">\u5927\u8dcc<\/a>\uff0c<strong>\u5e02\u503c\u5408\u8ba1\u84b8\u53d1\u8d85\u8fc7900\u4ebf\u7f8e\u5143\uff08\u7ea6\u5408<a href=\"https:\/\/www.alphaseek.cn\/?tag=%e4%ba%ba%e6%b0%91%e5%b8%81\" title=\"View all posts in \u4eba\u6c11\u5e01\" target=\"_blank\" class=\"tag_link\">\u4eba\u6c11\u5e01<\/a>6220\u4ebf\u5143\uff09\u3002<\/strong><\/p>\n<p>\u7136\u800c\uff0c\u53cd\u8f6c\u4e5f\u6765\u5f97\u5f88\u5feb\u30023\u670827\u65e5\uff0c<strong>\u82cf\u9ece\u4e16\u8054\u90a6\u7406\u5de5\u5b66\u9662\u8ba1\u7b97\u673a\u535a\u58eb\u540e\u3001RaBitQ\u8bba\u6587\u4f5c\u8005\u534e\u4eba\u9ad8\u5065\u626c<\/strong>\u53d1\u5e03\u6587\u7ae0\uff0c\u6307\u51fa\u8c37\u6b4c\u7684TurboQuant\u8bba\u6587\u5b58\u5728\u4e09\u5927\u95ee\u9898\uff1a<strong>\u7cfb\u7edf\u6027\u5730\u56de\u907f\u4e86\u5176\u4e0e\u5df2\u6709RaBitQ\u65b9\u6cd5\uff082024\u5e74\u53d1\u5e03\uff09\u7684\u76f8\u4f3c\u6027\uff0c\u9519\u8bef\u63cf\u8ff0\u4e86RaBitQ\u7684\u7406\u8bba\u7ed3\u679c\uff0c\u5e76\u523b\u610f\u8425\u9020\u4e0d\u516c\u7684\u5b9e\u9a8c\u73af\u5883<\/strong>\u3002<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/res\/2026\/4F217A0394234C3B4B1FED7C04BC3D3D6BD6FC79_size52_w640_h483.jpg\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"\u5e72\u5d29\u5b58\u50a8\u80a1\u7684\u8c37\u6b4c\u7206\u7ea2\u8bba\u6587\u584c\u623f\uff01\u88ab\u66dd\u6284\u88ad\u3001\u8d2c\u4f4e\u534e\u4eba\u5b66\u8005\u6210\u679c\uff0c\u8c37\u6b4c\u56de\u5e94\uff1a\u665a\u70b9\u6539\"  \/><\/p>\n<p>\u9ad8\u5065\u626c\u5728\u77e5\u4e4e\u4e0a\u53d1\u8868\u7684\u6f84\u6e05\u6587\u7ae0<\/p>\n<p>\u5e76\u4e14\uff0c\u8c37\u6b4cTurboQuant\u56e2\u961f\u53ef\u80fd\u8fd8\u5b58\u5728\u201c\u77e5\u9519\u4e0d\u6539\u201d\u7684\u5acc\u7591\u3002\u9ad8\u5065\u626c\u79f0\uff0c\u65e9\u57282025\u5e745\u6708\uff0c\u5728TurboQuant\u8bba\u6587\u6b63\u5f0f\u6295\u7a3f\u81f3ICLR 2026\u4e4b\u524d\uff0cRaBitQ\u56e2\u961f\u5df2\u7ecf\u5411\u4f5c\u8005\u6307\u51fa\u4e86\u8bba\u6587\u5b58\u5728\u7684\u95ee\u9898\uff0c<strong>TurboQuant\u56e2\u961f\u627f\u8ba4\u4e86\u76f8\u5173\u95ee\u9898\uff0c\u4f46\u9009\u62e9\u4e0d\u4e88\u4fee\u590d\u3002<\/strong><\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/res\/2026\/5976D794A6D8F50BD5BD12DED4A93D24579A32B4_size69_w500_h568.jpg\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"\u5e72\u5d29\u5b58\u50a8\u80a1\u7684\u8c37\u6b4c\u7206\u7ea2\u8bba\u6587\u584c\u623f\uff01\u88ab\u66dd\u6284\u88ad\u3001\u8d2c\u4f4e\u534e\u4eba\u5b66\u8005\u6210\u679c\uff0c\u8c37\u6b4c\u56de\u5e94\uff1a\u665a\u70b9\u6539\"  \/><\/p>\n<p>\u9ad8\u5065\u626c\u5728X\u5e73\u53f0\u4e0a\u53d1\u8868\u7684\u63a8\u6587<\/p>\n<p>\u4eca\u5929\u4e0b\u5348\uff0c\u9ad8\u5065\u626c\u66f4\u65b0\u4e86\u77e5\u4e4e\u5e16\u5b50\uff0c\u79f0\u4ed6\u4eec\u4ec5\u6536\u5230TurboQuant\u8bba\u6587\u7b2c\u4e00\u4f5c\u8005Amir Zandieh\u7684\u7b3c\u7edf\u7b54\u590d\uff0c\u627f\u8bfa\u4f1a\u4fee\u6b63\u5bf9RaBitQ\u7406\u8bba\u7ed3\u679c\u7684\u9519\u8bef\u63cf\u8ff0\u548c\u5b9e\u9a8c\u73af\u5883\u5dee\u5f02\uff0c<strong>\u4f46\u62d2\u7edd\u5728\u6587\u4e2d\u8ba8\u8bbaTurboQuant\u4e0eRaBitQ\u5728\u6280\u672f\u4e0a\u7684\u76f8\u4f3c\u6027\u3002<\/strong><\/p>\n<p>\u5e76\u4e14\uff0c<strong>TurboQuant\u56e2\u961f\u4ec5\u613f\u610f\u5728\u4eca\u5e744\u6708ICLR 2026\u6b63\u5f0f\u4f1a\u8bae\u7ed3\u675f\u4e4b\u540e\u624d\u505a\u76f8\u5e94\u4fee\u6b63\u3002<\/strong><\/p>\n<p>\u9ad8\u5065\u626c\u79f0\uff0c\u4ed6\u51b3\u5b9a\u6b64\u65f6\u516c\u5f00\u8bf4\u660e\u8fd9\u4e00\u4e8b\u4ef6\uff0c\u662f\u56e0\u4e3a\u9519\u8bef\u7684\u5b66\u672f\u53d9\u4e8b\u4e00\u65e6\u5e7f\u6cdb\u4f20\u64ad\uff0c\u7ea0\u6b63\u7684\u6210\u672c\u4f1a\u8d8a\u6765\u8d8a\u9ad8\u3002<\/p>\n<p><strong>\u4e00\u3001KV\u7f13\u5b58\u780d\u81f31\/6\u3001\u63a8\u7406\u63d0\u901f8\u500d\uff0cTurboQuant\u5177\u4f53\u505a\u4e86\u4ec0\u4e48\uff1f<\/strong><\/p>\n<p>\u5728\u5398\u6e05\u4e8b\u5b9e\u4e4b\u524d\uff0c\u6211\u4eec\u9700\u8981\u9996\u5148\u770b\u770b\u8c37\u6b4c\u7684TurboQuant\u7a76\u7adf\u63d0\u51fa\u4e86\u4ec0\u4e48\u65b9\u6cd5\u3002<\/p>\n<p>\u5411\u91cf\u91cf\u5316\u4e00\u76f4\u662fAI\u6570\u636e\u201c\u7626\u8eab\u201d\u7684\u4e3b\u6d41\u6280\u672f\uff0c\u4e3b\u8981\u7528\u4e8e\u538b\u7f29\u9ad8\u7ef4\u5411\u91cf\u3001\u8282\u7701\u5185\u5b58\u3001\u63d0\u5347\u68c0\u7d22\u4e0e\u63a8\u7406\u6548\u7387\u3002\u4f46\u4f20\u7edf\u538b\u7f29\u65b9\u6cd5\u901a\u5e38\u4f1a\u5f15\u5165\u989d\u5916\u7684\u5185\u5b58\u5f00\u9500\uff0c\u53cd\u800c\u4f1a\u5f71\u54cd\u5411\u91cf\u91cf\u5316\u7684\u6548\u679c\u3002<\/p>\n<p>\u8c37\u6b4c\u63d0\u51fa\u7684TurboQuant\u662f\u4e00\u79cd<strong>\u65e0\u635f\u6781\u9650\u538b\u7f29\u7b97\u6cd5<\/strong>\uff0c\u8be5\u7b97\u6cd5\u4e3b\u8981\u901a\u8fc7\u4e24\u4e2a\u5173\u952e\u6b65\u9aa4\uff0c\u5728\u5b9e\u73b0\u96f6\u7cbe\u5ea6\u635f\u5931\u7684\u540c\u65f6\u5927\u5e45\u7f29\u5c0f\u6a21\u578b\u5c3a\u5bf8\u3002<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/res\/2026\/647A365EE576C3DC5BB028BEA2C5E89E9E57D71E_size34_w640_h344.jpg\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"\u5e72\u5d29\u5b58\u50a8\u80a1\u7684\u8c37\u6b4c\u7206\u7ea2\u8bba\u6587\u584c\u623f\uff01\u88ab\u66dd\u6284\u88ad\u3001\u8d2c\u4f4e\u534e\u4eba\u5b66\u8005\u6210\u679c\uff0c\u8c37\u6b4c\u56de\u5e94\uff1a\u665a\u70b9\u6539\"  \/><\/p>\n<p>TurboQuant\u535a\u5ba2<\/p>\n<p>\u7b2c\u4e00\u6b65\u662f\u9ad8\u8d28\u91cf\u538b\u7f29\uff08PolarQuant\u65b9\u6cd5\uff09\u3002TurboQuant\u9996\u5148\u5bf9\u6570\u636e\u5411\u91cf\u8fdb\u884c\u968f\u673a\u65cb\u8f6c\u3002\u8fd9\u4e00\u64cd\u4f5c\u80fd\u591f\u7b80\u5316\u6570\u636e\u7684\u51e0\u4f55\u7ed3\u6784\uff0c\u4ece\u800c\u4fbf\u4e8e\u4f7f\u7528\u6807\u51c6\u4e14\u9ad8\u8d28\u91cf\u7684\u6a21\u578b\u91cf\u5316\u5668\u3002<\/p>\n<p>\u901a\u8fc7\u8fd9\u4e00\u9636\u6bb5\uff0cTurboQuant\u80fd\u591f\u5c06\u5927\u90e8\u5206\u538b\u7f29\u80fd\u529b\uff08\u5373\u591a\u6570\u6bd4\u7279\uff09\u7528\u4e8e\u6355\u6349\u539f\u59cb\u5411\u91cf\u7684\u4e3b\u8981\u7279\u5f81\u548c\u5f3a\u5ea6\u3002<\/p>\n<p>\u7b2c\u4e8c\u6b65\u662f\u6d88\u9664\u9690\u85cf\u8bef\u5dee\u3002TurboQuant\u4ec5\u7528\u5c11\u91cf\u5269\u4f59\u538b\u7f29\u80fd\u529b\uff08\u4ec51\u6bd4\u7279\uff09\uff0c\u5bf9\u7b2c\u4e00\u9636\u6bb5\u6b8b\u7559\u7684\u5fae\u5c0f\u8bef\u5dee\u5e94\u7528QJL\u7b97\u6cd5\u3002QJL\u9636\u6bb5\u76f8\u5f53\u4e8e\u4e00\u4e2a\u6570\u5b66\u8bef\u5dee\u68c0\u67e5\u5668\uff0c\u80fd\u591f\u6d88\u9664\u504f\u5dee\uff0c\u4ece\u800c\u83b7\u5f97\u66f4\u52a0\u7cbe\u51c6\u7684\u6ce8\u610f\u529b\u8bc4\u5206\u3002<\/p>\n<p>QJL\u91c7\u7528\u4e00\u79cd\u4e86\u79f0\u4e3a\u201cJohnson-Lindenstrauss\u53d8\u6362\u201d\u7684\u65b9\u6cd5\uff0c\u7f29\u5c0f\u590d\u6742\u3001\u9ad8\u7ef4\u6570\u636e\uff0c\u540c\u65f6\u4fdd\u6301\u6570\u636e\u70b9\u4e4b\u95f4\u7684\u57fa\u672c\u8ddd\u79bb\u548c\u5173\u7cfb\u3002<\/p>\n<p>\u5b9e\u9a8c\u4e2d\uff0c\u8c37\u6b4c\u79f0TurboQuant\u5728\u6240\u6709\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u5747\u8fbe\u5230\u4e86\u201c\u5b8c\u7f8e\u7684\u4e0b\u6e38\u4efb\u52a1\u8868\u73b0\u201d\uff0c\u540c\u65f6\u5c06KV\u7f13\u5b58\u7684\u5185\u5b58\u5360\u7528\u51cf\u81f31\/6\u3002<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/res\/2026\/5C8F975EAD673B290AECB1BA961D33B351B99315_size26_w640_h305.jpg\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"\u5e72\u5d29\u5b58\u50a8\u80a1\u7684\u8c37\u6b4c\u7206\u7ea2\u8bba\u6587\u584c\u623f\uff01\u88ab\u66dd\u6284\u88ad\u3001\u8d2c\u4f4e\u534e\u4eba\u5b66\u8005\u6210\u679c\uff0c\u8c37\u6b4c\u56de\u5e94\uff1a\u665a\u70b9\u6539\"  \/><\/p>\n<p>TurboQuant\u57fa\u51c6\u6d4b\u8bd5\u7ed3\u679c<\/p>\n<p>\u4f7f\u7528TurboQuant\u8ba1\u7b97\u6ce8\u610f\u529b\u903b\u8f91\u503c\u540e\uff0c\u5728H100 GPU\u52a0\u901f\u5668\u4e0a\uff0c4\u6bd4\u7279TurboQuant\u76f8\u6bd432\u6bd4\u7279\u672a\u91cf\u5316\u7684\u952e\u503c\u5b9e\u73b0\u4e86\u9ad8\u8fbe8\u500d\u7684\u6027\u80fd\u63d0\u5347\u3002<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/res\/2026\/ED9D475AE560A0315075BCEF424C961CD9770F9A_size27_w640_h366.jpg\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"\u5e72\u5d29\u5b58\u50a8\u80a1\u7684\u8c37\u6b4c\u7206\u7ea2\u8bba\u6587\u584c\u623f\uff01\u88ab\u66dd\u6284\u88ad\u3001\u8d2c\u4f4e\u534e\u4eba\u5b66\u8005\u6210\u679c\uff0c\u8c37\u6b4c\u56de\u5e94\uff1a\u665a\u70b9\u6539\"  \/><\/p>\n<p>TurboQuant\u6027\u80fd\u6d4b\u8bd5\u7ed3\u679c<\/p>\n<p><strong>\u4e8c\u3001RaBitQ\u8bba\u6587\u4f5c\u8005\u5b8c\u6574\u590d\u76d8\uff1a\u53bb\u5e74\u5c31\u5df2\u63d0\u51fa\u8d28\u7591\uff0cTurboQuant\u56e2\u961f\u4e0d\u56de\u90ae\u4ef6<\/strong><\/p>\n<p>TurboQuant\u8bba\u6587\u57283\u670825\u65e5\u88ab\u201cGoogle Research\u201d\u5b98\u65b9\u8d26\u53f7\u8f6c\u53d1\u540e\uff0c\u83b7\u5f97\u4e86\u6d77\u91cf\u5173\u6ce8\u3002\u7136\u800c\uff0c\u8fd9\u7bc7\u8bba\u6587\u4e0e2024\u5e745\u6708\u7531\u9ad8\u5065\u626c\u7b49\u4eba\u53d1\u5e03RaBitQ\u8bba\u6587\uff0c\u6709\u4e0d\u5c11\u8bf4\u4e0d\u6e05\u9053\u4e0d\u660e\u7684\u8054\u7cfb\u3002<\/p>\n<p>\u9ad8\u5065\u626c\u5728\u4ed6\u53d1\u5e03\u7684\u77e5\u4e4e\u5e16\u5b50\u4e2d\u56de\u987e\u4e86\u76f8\u5173\u4e89\u8bae\u7684\u5b8c\u6574\u65f6\u95f4\u7ebf\uff1a<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/res\/2026\/AF21441BCD896540561BA64A40F06BE5B96897F9_size73_w640_h660.jpg\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"\u5e72\u5d29\u5b58\u50a8\u80a1\u7684\u8c37\u6b4c\u7206\u7ea2\u8bba\u6587\u584c\u623f\uff01\u88ab\u66dd\u6284\u88ad\u3001\u8d2c\u4f4e\u534e\u4eba\u5b66\u8005\u6210\u679c\uff0c\u8c37\u6b4c\u56de\u5e94\uff1a\u665a\u70b9\u6539\"  \/><\/p>\n<p>\u9ad8\u5065\u626c\u56de\u987e\u4e8b\u4ef6\u5b8c\u6574\u65f6\u95f4\u7ebf<\/p>\n<p>\u53ef\u4ee5\u770b\u5230\uff0c\u57282024\u5e74\uff0cRaBitQ\u56e2\u961f\u5c31\u9646\u7eed\u53d1\u5e03\u4e86\u8bba\u6587\u7684\u9884\u5370\u672c\u548c\u6269\u5c55\u7248\uff0c\u540c\u65f6\u5f00\u6e90\u4e86\u76f8\u5173\u4ee3\u7801\u3002\u8fd9\u7bc7\u8bba\u6587\u8fd8\u53d1\u8868\u5728\u9876\u7ea7\u4f1a\u8baeSIGMOD\u4e0a\u3002<\/p>\n<p>2025\u5e741\u6708\uff0cTurboQuant\u8bba\u6587\u7b2c\u4e8c\u4f5c\u8005Majid Daliri\u4e0eRaBitQ\u56e2\u961f\u53d6\u5f97\u8054\u7cfb\uff0c\u8bf7\u6c42\u534f\u52a9\u8c03\u8bd5Python\u7248RaBitQ\u5b9e\u73b0\uff0c\u4e09\u4e2a\u6708\u540eTurboQuant\u8bba\u6587\u5728arXiv\u53d1\u5e03\u3002<\/p>\n<p>TurboQuant\u53d1\u5e03\u540e\uff0cRaBitQ\u56e2\u961f\u5f88\u5feb\u53d1\u73b0\u4e86TurboQuant\u56e2\u961f\u9488\u5bf9RaBitQ\u91c7\u7528\u4e86\u4e0d\u540c\u7684\u5b9e\u9a8c\u6761\u4ef6\uff0c\u7136\u800cTurboQuant\u56e2\u961f\u5728\u88ab\u8981\u6c42\u4fee\u6539\u4e8b\u5b9e\u6027\u9519\u8bef\u540e\uff0c\u91c7\u53d6\u4e86\u6d88\u6781\u6001\u5ea6\uff0c\u505c\u6b62\u56de\u590d\u90ae\u4ef6\u3002<\/p>\n<p>2025\u5e7411\u6708\uff0cTurboQuant\u8bba\u6587\u88ab\u63d0\u4ea4\u81f3ICLR 2026\uff0c\u76f8\u5173\u9519\u8bef\u5e76\u672a\u4fee\u6539\uff0cRaBitQ\u56e2\u961f\u8054\u7cfbICLR 2026\u540e\u4e5f\u672a\u83b7\u5f97\u56de\u5e94\u3002<\/p>\n<p>\u5728\u9ad8\u5065\u626c\u770b\u6765\uff0cTurboQuant\u8bba\u6587\u81f3\u5c11\u5b58\u5728\u4e09\u4e2a\u95ee\u9898\u3002<\/p>\n<p><strong>\u95ee\u9898\u4e00\uff1a\u7cfb\u7edf\u6027\u5730\u56de\u907fTurboQuant\u65b9\u6cd5\u4e0e\u5df2\u6709RaBitQ\u65b9\u6cd5\u7684\u76f8\u4f3c\u6027<\/strong><\/p>\n<p>RaBitQ\u4e0eTurboQuant\u5728\u65b9\u6cd5\u5c42\u9762\u6709\u76f4\u63a5\u7684\u7ed3\u6784\u8054\u7cfb\uff0c\u4e24\u8005\u90fd\u5728\u91cf\u5316\u524d\u5bf9\u8f93\u5165\u5411\u91cf\u65bd\u52a0\u968f\u673a\u65cb\u8f6c\uff08Johnson-Lindenstrauss\u53d8\u6362\uff09\u3002\u8fd9\u662f\u4e24\u7bc7\u8bba\u6587\u65b9\u6cd5\u8bbe\u8ba1\u4e2d\u6700\u6838\u5fc3\u3001\u6700\u63a5\u8fd1\u7684\u90e8\u5206\u3002<\/p>\n<p>\u5bf9\u4e8e\u8fd9\u4e00\u8d28\u7591\uff0cTurboQuant\u56e2\u961f\u66fe\u56de\u590d\u9053\uff1a\u201c\u968f\u673a\u65cb\u8f6c\u548cJohnson-Lindenstrauss\u53d8\u6362\u5df2\u6210\u4e3a\u8be5\u9886\u57df\u7684\u6807\u51c6\u6280\u672f\uff0c\u6211\u4eec\u65e0\u6cd5\u5217\u4e3e\u6240\u6709\u4f7f\u7528\u8fd9\u4e9b\u65b9\u6cd5\u7684\u65b9\u6cd5\u3002\u201d<\/p>\n<p>\u9ad8\u5065\u626c\u8ba4\u4e3a\u8fd9\u4e00\u56de\u5e94\u662f\u5728\u8f6c\u79fb\u77db\u76fe\uff1a<strong>\u4f5c\u4e3a\u5728\u76f8\u540c\u95ee\u9898\u8bbe\u5b9a\u4e0b\uff0c\u7387\u5148\u5c06\u968f\u673a\u65cb\u8f6c\uff08Johnson-Lindenstrauss\u53d8\u6362\uff09\u4e0e\u5411\u91cf\u91cf\u5316\u7ed3\u5408\u3001\u5e76\u5efa\u7acb\u6700\u4f18\u7406\u8bba\u4fdd\u8bc1\u7684\u5148\u884c\u5de5\u4f5c\uff0cRaBitQ\u5e94\u5f53\u5728\u6587\u4e2d\u88ab\u51c6\u786e\u63cf\u8ff0\uff0c\u5176\u4e0eTurboQuant\u65b9\u6cd5\u7684\u8054\u7cfb\u5e94\u5f53\u5145\u5206\u8ba8\u8bba\u3002<\/strong><\/p>\n<p><strong>\u95ee\u9898\u4e8c\uff1a\u9519\u8bef\u63cf\u8ff0RaBitQ\u7684\u7406\u8bba\u7ed3\u679c<\/strong><\/p>\n<p>\u9ad8\u5065\u626c\u79f0\uff0cTurboQuant\u8bba\u6587\u5728\u4e0d\u63d0\u4f9b\u4efb\u4f55\u8bba\u636e\u7684\u60c5\u51b5\u4e0b\uff0c<strong>\u5c06RaBitQ\u7684\u7406\u8bba\u4fdd\u8bc1\u5b9a\u6027\u4e3a\u201c\u6b21\u4f18\u201d<\/strong>\uff0c\u5c06\u539f\u56e0\u5f52\u7ed3\u4e3a\u201c\u8f83\u7c97\u7cd9\u7684\u5206\u6790\uff08loose analysis\uff09\u201d\u3002<\/p>\n<p>\u7136\u800c\uff0cRaBitQ\u7684\u8bef\u5dee\u754c\u5b9e\u9645\u4e0a\u5df2\u7ecf\u8fbe\u5230\u4e86\u7406\u8bba\u8ba1\u7b97\u673a\u9876\u7ea7\u4f1a\u8bae\u8bba\u6587\uff08Alon-Klartag\uff0cFOCS 2017\uff09\u7ed9\u51fa\u7684\u6e10\u8fd1\u6700\u4f18\u8bef\u5dee\u754c\uff0c\u5e76\u56e0\u8fd9\u4e00\u7ed3\u679c\u88ab\u9080\u8bf7\u81f3\u7406\u8bba\u8ba1\u7b97\u673a\u79d1\u5b66\u9876\u7ea7\u4f1a\u8baeFOCS\u7684Workshop\u8fdb\u884c\u62a5\u544a\u3002<\/p>\n<p>2025\u5e74\uff0cRaBitQ\u56e2\u961f\u4e0eTurboQuant\u7684\u7b2c\u4e8c\u4f5c\u8005Majid Daliri\u8fdb\u884c\u4e86\u591a\u8f6e\u8be6\u7ec6\u7684\u90ae\u4ef6\u6280\u672f\u8ba8\u8bba\uff0c\u6f84\u6e05TurboQuant\u56e2\u961f\u5bf9RaBitQ\u7406\u8bba\u7ed3\u679c\u7684\u9519\u8bef\u89e3\u8bfb\uff0c<strong>\u7136\u800c\u76f8\u5173\u9519\u8bef\u5b9a\u6027\u4e00\u76f4\u672a\u88ab\u4fee\u6b63\u3002<\/strong><\/p>\n<p><strong>\u95ee\u9898\u4e09\uff1a\u523b\u610f\u521b\u9020\u4e0d\u516c\u5e73\u7684\u5b9e\u9a8c\u73af\u5883<\/strong><\/p>\n<p>TurboQuant\u56e2\u961f\u5728\u6d4b\u8bd5RaBitQ\u548cTurboQuant\u65f6\u91c7\u7528\u4e86\u4e0d\u540c\u7684\u5b9e\u9a8c\u8bbe\u7f6e\u3002<\/p>\n<p>\u5177\u4f53\u6765\u770b\uff0cTurboQuant\u56e2\u961f<strong>\u4f7f\u7528\u5355\u6838CPU\u3001\u5173\u95ed\u591a\u7ebf\u7a0b\u5e76\u884c\u7684\u8bbe\u7f6e\u6765\u6d4b\u8bd5RaBitQ\u7b97\u6cd5\uff0c\u4f46\u5374\u4f7f\u7528\u82f1\u4f1f\u8fbeA100 GPU\u6d4b\u8bd5TurboQuant\u7b97\u6cd5\u3002<\/strong><\/p>\n<p>TurboQuant\u56e2\u961f\u8fd8\u4f7f\u7528\u4e86\u81ea\u5df1\u7ffb\u8bd1\u7684Python\u4ee3\u7801\uff0c\u800c\u975eRaBitQ\u56e2\u961f\u5f00\u6e90\u7684C++\u5b9e\u73b0\uff0c\u524d\u8005\u7684\u6548\u679c\u8981\u5dee\u4e8e\u540e\u8005\u3002<\/p>\n<p>\u540c\u65f6\uff0c\u4ee5\u4e0a\u4e24\u70b9\u5dee\u5f02\u5747\u672a\u5728\u8bba\u6587\u4e2d\u5145\u5206\u62ab\u9732\u3002<\/p>\n<p><strong>\u4e09\u3001\u8bba\u6587\u8bc4\u5ba1\u53d1\u5e16\uff1a\u53ea\u63d0\u4e00\u6b21RaBitQ\uff0c\u6211\u662f\u9707\u60ca\u7684<\/strong><\/p>\n<p>RaBitQ\u56e2\u961f\u7684\u7ef4\u6743\uff0c\u83b7\u5f97\u4e86\u4e00\u4e9b\u7f51\u53cb\u548c\u5b66\u672f\u5708\u4eba\u58eb\u7684\u58f0\u63f4\u3002<\/p>\n<p>TurboQuant\u8bba\u6587\u7684\u4e00\u4f4d\u8bc4\u5ba1\u8005\u5728\u516c\u5f00\u7684\u5b66\u672f\u8bba\u6587\u8bc4\u5ba1\u5e73\u53f0OpenReview\u53d1\u8868\u8bc4\u8bba\uff0c\u79f0\u4ed6\u867d\u7136\u8ba4\u4e3aTurboQuant\u7684\u7406\u8bba\u5206\u6790\u548c\u5b9e\u9a8c\u7ed3\u679c\u90fd\u5f88\u51fa\u8272\uff0c\u4f46\u662f\u4e5f\u53d1\u73b0\u8fd9\u4e00\u65b9\u6cd5\u4e0eRaBitQ\u5b58\u5728\u660e\u663e\u7684\u5171\u901a\u4e4b\u5904\uff0c\u5e76\u8981\u6c42TurboQuant\u56e2\u961f\u6bd4\u8f83\u4e24\u8005\u5728\u8bbe\u8ba1\u4e0a\u7684\u5dee\u5f02\u5982\u4f55\u5f71\u54cd\u6027\u80fd\u3002<\/p>\n<p>\u7136\u800c\uff0c\u5728\u67e5\u770bTurboQuant\u7684\u6700\u7ec8\u7248\u672c\u65f6\uff0c<strong>\u4ed6\u60ca\u8bb6\u5730\u53d1\u73b0\u5728\u8bba\u6587\u7684\u5b9e\u9a8c\u90e8\u5206RaBitQ\u4ec5\u88ab\u63d0\u5230\u4e86\u4e00\u6b21\u3002<\/strong><\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/res\/2026\/A271842B52D46A284A496B70F368FFEBD902A9AE_size24_w640_h214.jpg\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"\u5e72\u5d29\u5b58\u50a8\u80a1\u7684\u8c37\u6b4c\u7206\u7ea2\u8bba\u6587\u584c\u623f\uff01\u88ab\u66dd\u6284\u88ad\u3001\u8d2c\u4f4e\u534e\u4eba\u5b66\u8005\u6210\u679c\uff0c\u8c37\u6b4c\u56de\u5e94\uff1a\u665a\u70b9\u6539\"  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margin-right:auto\" alt=\"\u5e72\u5d29\u5b58\u50a8\u80a1\u7684\u8c37\u6b4c\u7206\u7ea2\u8bba\u6587\u584c\u623f\uff01\u88ab\u66dd\u6284\u88ad\u3001\u8d2c\u4f4e\u534e\u4eba\u5b66\u8005\u6210\u679c\uff0c\u8c37\u6b4c\u56de\u5e94\uff1a\u665a\u70b9\u6539\"  \/><\/p>\n<p>\u77e5\u4e4e\u7f51\u53cb\u8bc4\u8bbaTurboQuant\u521b\u65b0\u6027\u95ee\u9898<\/p>\n<p>\u8fd8\u6709\u7f51\u53cb\u79f0\uff0c\u81ea\u5df1\u590d\u73b0\u4e86TurboQuant\uff0c<strong>\u53d1\u73b0\u81f3\u5c11\u5728\u5411\u91cf\u68c0\u7d22\u9886\u57dfTurboQuant\u7684\u53ec\u56de\u7387\u4f4e\u4e8eRaBitQ\u3002<\/strong><\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/res\/2026\/56C59EF7A6571A772D4392E54289BAD38D25E75E_size14_w1000_h184.jpg\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" 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