{"id":7413,"date":"2026-10-16T11:18:16","date_gmt":"2026-10-16T03:18:16","guid":{"rendered":"https:\/\/nullthought.net\/?p=7413"},"modified":"2026-10-16T11:18:18","modified_gmt":"2026-10-16T03:18:18","slug":"%e4%bb%8e-timestral-%e5%88%b0-timesfm-3%ef%bc%9a%e6%97%b6%e5%ba%8f%e5%9f%ba%e7%a1%80%e6%a8%a1%e5%9e%8b%ef%bc%88tsfm%ef%bc%89%e7%bb%bc%e8%bf%b0","status":"publish","type":"post","link":"https:\/\/nullthought.net\/?p=7413","title":{"rendered":"\u4ece Timestral \u5230 TimesFM-3\uff1a\u65f6\u5e8f\u57fa\u7840\u6a21\u578b\uff08TSFM\uff09\u7efc\u8ff0"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\"><strong>\u7ee7\u5927\u8bed\u8a00\u6a21\u578b\u3001\u89c6\u89c9\u57fa\u7840\u6a21\u578b\u4e4b\u540e\uff0c\u65f6\u95f4\u5e8f\u5217\u57fa\u7840\u6a21\u578b\uff08Time-Series Foundation Models\uff0cTSFM\uff09\u6b63\u5728\u6210\u4e3a\u4eba\u5de5\u667a\u80fd\u53d1\u5c55\u7684\u53c8\u4e00\u4e2a\u91cd\u8981\u65b9\u5411\u3002<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">2026\u5e7410\u670815\u65e5\uff0c\u6cd5\u56fd\u4eba\u5de5\u667a\u80fd\u516c\u53f8 Mistral AI \u6b63\u5f0f\u53d1\u5e03 Timestral 1.0\uff0c\u8fd9\u662f\u8be5\u516c\u53f8\u63a8\u51fa\u7684\u9996\u4e2a\u65f6\u5e8f\u57fa\u7840\u6a21\u578b\u7cfb\u5217\u3002\u5176\u6700\u5927\u7248\u672c\u4ec5\u67092.09\u4ebf\u53c2\u6570\uff0c\u5374\u5728GIFT-Eval\u3001TIME\u548cfev-bench\u4e09\u9879\u4e3b\u8981\u516c\u5f00\u9884\u6d4b\u57fa\u51c6\u4e0a\u53d6\u5f97\u4e86\u9886\u5148\u6210\u7ee9\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u800c\u5728\u6b64\u524d\u76848\u670831\u65e5\uff0cGoogle Research\u53d1\u5e03\u4e86TimesFM-3\uff0c\u5c06\u539f\u6709\u7684\u5355\u53d8\u91cf\u9884\u6d4b\u6a21\u578b\u5347\u7ea7\u4e3a\u80fd\u591f\u8054\u5408\u5206\u6790\u591a\u4e2a\u53d8\u91cf\u3001\u5229\u7528\u5916\u90e8\u4fe1\u606f\u7684\u901a\u7528\u9884\u6d4b\u7cfb\u7edf\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e0e\u6b64\u540c\u65f6\uff0cAmazon\u3001Salesforce\u3001Datadog\u3001IBM\u3001Nixtla\u7b49\u4f01\u4e1a\u4e5f\u5728\u6301\u7eed\u63a8\u8fdb\u76f8\u5173\u6280\u672f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u573a\u7ade\u4e89\u7684\u6838\u5fc3\u76ee\u6807\uff0c\u662f\u8ba9AI\u4e0d\u4ec5\u80fd\u591f\u7406\u89e3\u8bed\u8a00\u548c\u56fe\u50cf\uff0c\u8fd8\u80fd\u591f\u4ece\u5927\u91cf\u5386\u53f2\u6570\u636e\u4e2d\u5b66\u4e60\u968f\u65f6\u95f4\u53d8\u5316\u7684\u89c4\u5f8b\uff0c\u8fdb\u800c\u9884\u6d4b\u672a\u6765\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"576\" height=\"1024\" src=\"https:\/\/nullthought.net\/wp-content\/uploads\/2026\/10\/\u65f6\u5e8f\u57fa\u7840\u6a21\u578b\u80fd\u529b\u5168\u666f\u56fe-576x1024.jpg\" alt=\"\" class=\"wp-image-7414\" srcset=\"https:\/\/nullthought.net\/wp-content\/uploads\/2026\/10\/\u65f6\u5e8f\u57fa\u7840\u6a21\u578b\u80fd\u529b\u5168\u666f\u56fe-576x1024.jpg 576w, https:\/\/nullthought.net\/wp-content\/uploads\/2026\/10\/\u65f6\u5e8f\u57fa\u7840\u6a21\u578b\u80fd\u529b\u5168\u666f\u56fe-768x1364.jpg 768w, https:\/\/nullthought.net\/wp-content\/uploads\/2026\/10\/\u65f6\u5e8f\u57fa\u7840\u6a21\u578b\u80fd\u529b\u5168\u666f\u56fe-169x300.jpg 169w, https:\/\/nullthought.net\/wp-content\/uploads\/2026\/10\/\u65f6\u5e8f\u57fa\u7840\u6a21\u578b\u80fd\u529b\u5168\u666f\u56fe-864x1536.jpg 864w, https:\/\/nullthought.net\/wp-content\/uploads\/2026\/10\/\u65f6\u5e8f\u57fa\u7840\u6a21\u578b\u80fd\u529b\u5168\u666f\u56fe.jpg 941w\" sizes=\"auto, (max-width: 576px) 100vw, 576px\" \/><figcaption class=\"wp-element-caption\">\u65f6\u5e8f\u57fa\u7840\u6a21\u578b\u80fd\u529b\u5168\u666f\u56fe<\/figcaption><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e00\u3001\u4ec0\u4e48\u662f\u65f6\u95f4\u5e8f\u5217\u57fa\u7840\u6a21\u578b\uff1f<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u65f6\u95f4\u5e8f\u5217\uff08Time Series\uff09\u662f\u6309\u7167\u65f6\u95f4\u5148\u540e\u987a\u5e8f\u6392\u5217\u7684\u4e00\u7ec4\u6570\u636e\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f8b\u5982\uff0c\u5de5\u4e1a\u8bbe\u5907\u6bcf\u79d2\u91c7\u96c6\u7684\u6e29\u5ea6\u3001\u538b\u529b\u3001\u632f\u52a8\u548c\u7535\u6d41\u6570\u636e\uff0c\u7535\u7f51\u6bcf\u5c0f\u65f6\u7684\u7528\u7535\u91cf\uff0c\u5546\u5e97\u6bcf\u5929\u7684\u5546\u54c1\u9500\u91cf\uff0c\u4ee5\u53ca\u6570\u636e\u4e2d\u5fc3\u6301\u7eed\u53d8\u5316\u7684CPU\u5229\u7528\u7387\uff0c\u90fd\u662f\u5178\u578b\u7684\u65f6\u95f4\u5e8f\u5217\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f20\u7edf\u9884\u6d4b\u65b9\u6cd5\u5305\u62ecARIMA\u3001\u6307\u6570\u5e73\u6ed1\uff0c\u4ee5\u53ca\u8fd1\u5e74\u6765\u5e7f\u6cdb\u5e94\u7528\u7684LSTM\u3001Transformer\u7b49\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u4e9b\u65b9\u6cd5\u53ef\u4ee5\u53d6\u5f97\u5f88\u597d\u7684\u9884\u6d4b\u6548\u679c\uff0c\u4f46\u901a\u5e38\u9700\u8981\u9488\u5bf9\u5177\u4f53\u6570\u636e\u96c6\u5efa\u7acb\u6a21\u578b\u3001\u8bad\u7ec3\u53c2\u6570\uff0c\u5e76\u8fdb\u884c\u8c03\u4f18\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u65f6\u5e8f\u57fa\u7840\u6a21\u578b\u6539\u53d8\u4e86\u8fd9\u4e00\u601d\u8def\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u5b83\u5148\u5229\u7528\u8de8\u884c\u4e1a\u3001\u8de8\u573a\u666f\u7684\u5927\u89c4\u6a21\u65f6\u5e8f\u6570\u636e\u8fdb\u884c\u9884\u8bad\u7ec3\uff0c\u5b66\u4e60\u8d8b\u52bf\u3001\u5468\u671f\u3001\u6ce2\u52a8\u53ca\u53d8\u91cf\u5173\u8054\u7b49\u901a\u7528\u89c4\u5f8b\uff0c\u7136\u540e\u5c06\u8fd9\u4e9b\u80fd\u529b\u8fc1\u79fb\u5230\u65b0\u7684\u9884\u6d4b\u4efb\u52a1\u4e2d\u3002<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f8b\u5982\uff0c\u4e00\u4e2a\u7ecf\u8fc7\u5145\u5206\u9884\u8bad\u7ec3\u7684\u65f6\u5e8f\u57fa\u7840\u6a21\u578b\uff0c\u5373\u4f7f\u6ca1\u6709\u89c1\u8fc7\u67d0\u53f0\u6c34\u6cf5\u7684\u8fd0\u884c\u8bb0\u5f55\uff0c\u4e5f\u53ef\u80fd\u6839\u636e\u6700\u8fd1\u51e0\u5929\u7684\u632f\u52a8\u3001\u6e29\u5ea6\u548c\u538b\u529b\u6570\u636e\uff0c\u76f4\u63a5\u7ed9\u51fa\u672a\u6765\u8fd0\u884c\u72b6\u6001\u7684\u9884\u6d4b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u79cd\u65e0\u9700\u9488\u5bf9\u65b0\u6570\u636e\u96c6\u91cd\u65b0\u8bad\u7ec3\u7684\u80fd\u529b\uff0c\u79f0\u4e3a\u96f6\u6837\u672c\u9884\u6d4b\uff08Zero-Shot Forecasting\uff09\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u65f6\u5e8f\u57fa\u7840\u6a21\u578b\u6b63\u5728\u5f62\u6210\u51e0\u9879\u91cd\u8981\u80fd\u529b\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u96f6\u6837\u672c\u9884\u6d4b\uff1a<\/strong> \u4e0d\u5fc5\u4e3a\u6bcf\u53f0\u8bbe\u5907\u3001\u6bcf\u4e2a\u4ea7\u54c1\u5355\u72ec\u8bad\u7ec3\u6a21\u578b\u3002<\/li>\n\n\n\n<li><strong>\u591a\u53d8\u91cf\u8054\u5408\u9884\u6d4b\uff1a<\/strong> \u540c\u65f6\u5b66\u4e60\u591a\u4e2a\u65f6\u95f4\u5e8f\u5217\u4e4b\u95f4\u7684\u5173\u8054\u3002<\/li>\n\n\n\n<li><strong>\u6982\u7387\u9884\u6d4b\uff1a<\/strong> \u4e0d\u4ec5\u9884\u6d4b\u4e00\u4e2a\u6570\u503c\uff0c\u8fd8\u4f30\u8ba1\u672a\u6765\u53ef\u80fd\u51fa\u73b0\u7684\u8303\u56f4\u3002<\/li>\n\n\n\n<li><strong>\u5916\u751f\u53d8\u91cf\u652f\u6301\uff1a<\/strong> \u5728\u9884\u6d4b\u4e2d\u5f15\u5165\u5929\u6c14\u3001\u751f\u4ea7\u8ba1\u5212\u3001\u8282\u5047\u65e5\u7b49\u5916\u90e8\u4fe1\u606f\u3002<\/li>\n\n\n\n<li><strong>\u9886\u57df\u9002\u914d\uff1a<\/strong> \u901a\u8fc7\u5fae\u8c03\uff0c\u4f7f\u901a\u7528\u6a21\u578b\u9002\u5e94\u7279\u5b9a\u884c\u4e1a\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u4e9b\u80fd\u529b\u4f7f\u65f6\u5e8f\u9884\u6d4b\u5f00\u59cb\u7531\u4f20\u7edf\u7684\u5355\u4efb\u52a1\u5efa\u6a21\uff0c\u8f6c\u5411\u53ef\u590d\u7528\u7684\u57fa\u7840\u6a21\u578b\u4f53\u7cfb\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e8c\u3001Mistral Timestral\uff1a\u7528\u66f4\u5c0f\u7684\u6a21\u578b\u5b9e\u73b0\u9ad8\u6c34\u5e73\u9884\u6d4b<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Timestral\u662f2026\u5e7410\u6708\u65f6\u5e8f\u57fa\u7840\u6a21\u578b\u9886\u57df\u6700\u503c\u5f97\u5173\u6ce8\u7684\u65b0\u53d1\u5e03\u4e4b\u4e00\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Mistral\u63d0\u4f9b\u4e86\u56db\u79cd\u4e0d\u540c\u89c4\u6a21\u7684\u6a21\u578b\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><th>\u6a21\u578b<\/th><th>\u53c2\u6570\u91cf<\/th><th>\u4e3b\u8981\u5b9a\u4f4d<\/th><\/tr><tr><td>Timestral-5M<\/td><td>500\u4e07<\/td><td>\u8f7b\u91cf\u5316\u3001\u4f4e\u5ef6\u8fdf\u9884\u6d4b<\/td><\/tr><tr><td>Timestral-28M<\/td><td>2800\u4e07<\/td><td>\u8ba1\u7b97\u6548\u7387\u4e0e\u7cbe\u5ea6\u517c\u987e<\/td><\/tr><tr><td>Timestral-123M<\/td><td>1.23\u4ebf<\/td><td>\u9ad8\u7cbe\u5ea6\u901a\u7528\u9884\u6d4b<\/td><\/tr><tr><td>Timestral-209M<\/td><td>2.09\u4ebf<\/td><td>\u7cfb\u5217\u6700\u9ad8\u9884\u6d4b\u7cbe\u5ea6<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u6574\u4e2a\u7cfb\u5217\u91c7\u7528\u76f8\u540c\u7684\u67b6\u6784\u548c\u8bad\u7ec3\u8def\u7ebf\uff0c\u4e3b\u8981\u901a\u8fc7\u6a21\u578b\u89c4\u6a21\u8c03\u6574\u6027\u80fd\u4e0e\u8ba1\u7b97\u6210\u672c\u4e4b\u95f4\u7684\u5e73\u8861\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">1. \u957f\u65f6\u95f4\u5e8f\u5217\u548c\u591a\u53d8\u91cf\u8054\u5408\u5efa\u6a21<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Timestral\u652f\u6301\u6700\u591a32768\u4e2a\u5386\u53f2\u65f6\u95f4\u6b65\u957f\uff0c\u5e76\u80fd\u591f\u540c\u65f6\u5904\u7406\u591a\u4e2a\u76ee\u6807\u53d8\u91cf\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5047\u8bbe\u67d0\u53f0\u5de5\u4e1a\u8bbe\u5907\u5b58\u5728\u4e09\u6761\u76d1\u6d4b\u66f2\u7ebf\uff1a\u632f\u52a8\u3001\u6e29\u5ea6\u548c\u538b\u529b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f20\u7edf\u5355\u53d8\u91cf\u9884\u6d4b\u53ef\u80fd\u5206\u522b\u5224\u65ad\u4e09\u6761\u66f2\u7ebf\u7684\u672a\u6765\u53d8\u5316\u3002\u800cTimestral\u53ef\u4ee5\u540c\u65f6\u5b66\u4e60\u4e09\u8005\u4e4b\u95f4\u7684\u5173\u7cfb\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f8b\u5982\uff0c\u5f53\u8bbe\u5907\u8d1f\u8f7d\u63d0\u9ad8\u65f6\uff0c\u7535\u6d41\u53ef\u80fd\u5148\u4e0a\u5347\uff0c\u968f\u540e\u6e29\u5ea6\u9010\u6e10\u5347\u9ad8\uff0c\u632f\u52a8\u4e5f\u53ef\u80fd\u968f\u4e4b\u53d8\u5316\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8054\u5408\u5efa\u6a21\u80fd\u591f\u8ba9\u6a21\u578b\u5229\u7528\u8fd9\u79cd\u5173\u8054\uff0c\u800c\u4e0d\u662f\u5b64\u7acb\u5730\u5206\u6790\u6bcf\u4e2a\u4f20\u611f\u5668\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6b64\u5916\uff0cTimestral\u8fd8\u652f\u6301\u4e24\u7c7b\u5916\u90e8\u53d8\u91cf\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7b2c\u4e00\u7c7b\u662f<strong>\u4ec5\u6709\u5386\u53f2\u6570\u636e\u7684\u53d8\u91cf<\/strong>\uff0c\u4f8b\u5982\u8fc7\u53bb\u6d4b\u5f97\u7684\u73af\u5883\u6e29\u5ea6\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7b2c\u4e8c\u7c7b\u662f<strong>\u672a\u6765\u5df2\u7ecf\u77e5\u9053\u7684\u53d8\u91cf<\/strong>\uff0c\u4f8b\u5982\u672a\u6765\u7684\u751f\u4ea7\u6392\u7a0b\u3001\u8ba1\u5212\u505c\u673a\u65f6\u95f4\u6216\u8282\u5047\u65e5\u5b89\u6392\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u4e00\u533a\u5206\u975e\u5e38\u91cd\u8981\u3002\u56e0\u4e3a\u8bbe\u5907\u53d1\u751f\u53d8\u5316\uff0c\u672a\u5fc5\u610f\u5473\u7740\u51fa\u73b0\u6545\u969c\uff0c\u4e5f\u53ef\u80fd\u662f\u6b63\u5e38\u7684\u5de5\u51b5\u5207\u6362\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5982\u679c\u6a21\u578b\u63d0\u524d\u77e5\u9053\u672a\u6765\u751f\u4ea7\u8d1f\u8f7d\u5c06\u63d0\u9ad8\uff0c\u5c31\u53ef\u4ee5\u76f8\u5e94\u8c03\u6574\u9884\u6d4b\u7ed3\u679c\uff0c\u51cf\u5c11\u4e0d\u5fc5\u8981\u7684\u5f02\u5e38\u62a5\u8b66\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">2. \u6982\u7387\u9884\u6d4b\uff0c\u800c\u4e0d\u53ea\u662f\u9884\u6d4b\u4e00\u4e2a\u6570\u503c<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Timestral\u80fd\u591f\u9488\u5bf9\u6bcf\u4e2a\u672a\u6765\u65f6\u95f4\u70b9\u8f93\u51fa21\u4e2a\u5206\u4f4d\u6570\uff0c\u8986\u76d6\u4ece1%\u523099%\u7684\u4e0d\u540c\u6982\u7387\u4f4d\u7f6e\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f8b\u5982\uff0c\u9884\u6d4b\u67d0\u8bbe\u5907\u672a\u6765\u4e00\u5c0f\u65f6\u7684\u6e29\u5ea6\uff0c\u6a21\u578b\u53ef\u80fd\u7ed9\u51fa\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4e2d\u4f4d\u6570\u9884\u6d4b\uff1a65\u2103<\/li>\n\n\n\n<li>10%\u5206\u4f4d\u6570\uff1a62\u2103<\/li>\n\n\n\n<li>90%\u5206\u4f4d\u6570\uff1a69\u2103<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u610f\u5473\u7740\uff0c\u5728\u6a21\u578b\u7684\u9884\u6d4b\u5206\u5e03\u4e2d\uff0c\u672a\u6765\u6e29\u5ea6\u5b58\u5728\u4e00\u4e2a\u53ef\u80fd\u53d8\u5316\u7684\u8303\u56f4\uff0c\u800c\u4e0d\u662f\u53ea\u670965\u2103\u8fd9\u4e00\u79cd\u7ed3\u679c\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5bf9\u4e8e\u5de5\u4e1a\u5e94\u7528\uff0c\u6982\u7387\u9884\u6d4b\u5f80\u5f80\u6bd4\u5355\u70b9\u9884\u6d4b\u66f4\u6709\u4ef7\u503c\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8bbe\u5907\u76d1\u63a7\u7cfb\u7edf\u53ef\u4ee5\u4f9d\u636e\u9884\u6d4b\u533a\u95f4\u5224\u65ad\u5f02\u5e38\u7a0b\u5ea6\uff0c\u7ef4\u62a4\u4eba\u5458\u4e5f\u53ef\u4ee5\u6839\u636e\u8d85\u8fc7\u5b89\u5168\u9608\u503c\u7684\u98ce\u9669\u5236\u5b9a\u68c0\u4fee\u8ba1\u5212\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e0d\u8fc7\uff0c\u9884\u6d4b\u533a\u95f4\u53ea\u6709\u5728\u5b9e\u9645\u6570\u636e\u4e0a\u7ecf\u8fc7\u6821\u51c6\uff0c\u624d\u80fd\u53ef\u9760\u5730\u53cd\u6620\u771f\u5b9e\u98ce\u9669\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">3. \u5408\u6210\u6570\u636e\u4f18\u5148\u7684\u8bad\u7ec3\u65b9\u5f0f<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Timestral\u53e6\u4e00\u4e2a\u7a81\u51fa\u7279\u70b9\uff0c\u662f\u5176\u9884\u8bad\u7ec3\u6570\u636e\u4e3b\u8981\u7531\u5408\u6210\u65f6\u95f4\u5e8f\u5217\u7ec4\u6210\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Mistral\u5148\u751f\u6210\u5177\u6709\u8d8b\u52bf\u3001\u5b63\u8282\u6027\u548c\u4e0d\u540c\u566a\u58f0\u7279\u5f81\u7684\u5355\u53d8\u91cf\u5e8f\u5217\uff0c\u518d\u901a\u8fc7\u591a\u53d8\u91cf\u5408\u6210\u65b9\u6cd5\uff0c\u5728\u4e0d\u540c\u5e8f\u5217\u4e4b\u95f4\u5f15\u5165\u975e\u7ebf\u6027\u4f9d\u8d56\u5173\u7cfb\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u79cd\u65b9\u6cd5\u7684\u4f18\u52bf\u5728\u4e8e\uff0c\u53ef\u4ee5\u4e3b\u52a8\u6784\u9020\u5927\u91cf\u4e0d\u540c\u7684\u52a8\u6001\u89c4\u5f8b\uff0c\u800c\u4e0d\u5b8c\u5168\u4f9d\u8d56\u516c\u5f00\u6570\u636e\u96c6\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8bad\u7ec3\u5206\u4e3a\u4e24\u4e2a\u9636\u6bb5\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7b2c\u4e00\u9636\u6bb5\u4f7f\u7528\u7eaf\u5408\u6210\u6570\u636e\uff0c\u8bad\u7ec3\u4e0a\u4e0b\u6587\u957f\u5ea6\u4e3a8192\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7b2c\u4e8c\u9636\u6bb5\u6df7\u5408\u771f\u5b9e\u6570\u636e\u4e0e\u5408\u6210\u6570\u636e\uff0c\u5e76\u5c06\u4e0a\u4e0b\u6587\u6269\u5c55\u523032768\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5176\u76ee\u7684\u5728\u4e8e\u540c\u65f6\u63d0\u9ad8\u6a21\u578b\u7684\u901a\u7528\u6027\uff0c\u4ee5\u53ca\u5bf9\u771f\u5b9e\u4e16\u754c\u590d\u6742\u65f6\u95f4\u5e8f\u5217\u7684\u9002\u5e94\u80fd\u529b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f46\u5408\u6210\u6570\u636e\u5e76\u975e\u4e07\u80fd\u3002\u771f\u5b9e\u5de5\u4e1a\u8bbe\u5907\u4e2d\u7684\u7a81\u53d1\u6545\u969c\u3001\u4f20\u611f\u5668\u6f02\u79fb\u3001\u590d\u6742\u7269\u7406\u7ea6\u675f\u548c\u7f55\u89c1\u8fd0\u884c\u72b6\u6001\uff0c\u672a\u5fc5\u80fd\u591f\u88ab\u5145\u5206\u6a21\u62df\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">4. \u65b0\u7684\u9884\u6d4b\u67b6\u6784\uff1aDHF<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Timestral\u91c7\u7528\u57fa\u4e8eTransformer\u7684\u67b6\u6784\uff0c\u5e76\u5f15\u5165Decoupled Horizon Forecasting\uff08DHF\uff0c\u89e3\u8026\u9884\u6d4b\u533a\u95f4\u673a\u5236\uff09\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u4e00\u673a\u5236\u5c06\u5386\u53f2\u5e8f\u5217\u7f16\u7801\u4e0e\u672a\u6765\u9884\u6d4b\u4f4d\u7f6e\u5206\u79bb\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u901a\u4fd7\u5730\u8bf4\uff0c\u6a21\u578b\u9996\u5148\u5b8c\u6574\u7406\u89e3\u5df2\u7ecf\u89c2\u5bdf\u5230\u7684\u5386\u53f2\u6570\u636e\uff0c\u7136\u540e\u8ba9\u4e13\u95e8\u7684\u9884\u6d4bToken\u8bfb\u53d6\u5386\u53f2\u4fe1\u606f\uff0c\u751f\u6210\u672a\u6765\u7ed3\u679c\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u76f8\u6bd4\u5c06\u672a\u6765\u5f85\u9884\u6d4b\u4f4d\u7f6e\u76f4\u63a5\u6df7\u5165\u5386\u53f2\u5e8f\u5217\u8fdb\u884c\u63a9\u7801\u8bad\u7ec3\u7684\u65b9\u5f0f\uff0cDHF\u53ef\u4ee5\u66f4\u52a0\u660e\u786e\u5730\u533a\u5206\u771f\u5b9e\u7f3a\u5931\u503c\u4e0e\u9700\u8981\u9884\u6d4b\u7684\u672a\u6765\u6570\u636e\uff0c\u4e5f\u6709\u52a9\u4e8e\u5145\u5206\u5229\u7528\u5df2\u89c2\u6d4b\u7684\u4fe1\u606f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Timestral\u8fd8\u8bbe\u8ba1\u4e86\u534f\u53d8\u91cf\u611f\u77e5\u6ce8\u610f\u529b\u673a\u5236\uff0c\u4f7f\u6a21\u578b\u80fd\u591f\u8bfb\u53d6\u5df2\u77e5\u7684\u672a\u6765\u5916\u90e8\u53d8\u91cf\uff0c\u540c\u65f6\u907f\u514d\u770b\u5230\u672a\u6765\u771f\u5b9e\u76ee\u6807\u503c\uff0c\u9632\u6b62\u9884\u6d4b\u4e2d\u7684\u4fe1\u606f\u6cc4\u6f0f\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">5. \u8f7b\u91cf\u5316\u90e8\u7f72\u4f18\u52bf<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Mistral\u516c\u5e03\u7684\u6d4b\u8bd5\u663e\u793a\uff0c\u5728\u4e00\u53f0\u4f7f\u75288\u4e2aCPU\u7ebf\u7a0b\u7684\u670d\u52a1\u5668\u4e0a\uff0c\u4ee5\u4e09\u5468\u300115\u5206\u949f\u91c7\u6837\u95f4\u9694\u7684\u5386\u53f2\u6570\u636e\u9884\u6d4b\u672a\u6765\u4e00\u5929\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Timestral-5M\u7684\u63a8\u7406\u5ef6\u8fdf\u7ea6\u4e3a10\u6beb\u79d2\uff0cTimestral-209M\u7ea6\u4e3a140\u6beb\u79d2\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u4e9b\u6570\u636e\u6765\u81ea\u7279\u5b9a\u6d4b\u8bd5\u6761\u4ef6\uff0c\u4e0d\u4ee3\u8868\u6240\u6709\u8bbe\u5907\u6216\u6279\u91cf\u9884\u6d4b\u4efb\u52a1\u7684\u5ef6\u8fdf\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f46\u5b83\u8bf4\u660e\uff0c\u9ad8\u6c34\u5e73\u7684\u65f6\u5e8f\u57fa\u7840\u6a21\u578b\u5e76\u4e0d\u4e00\u5b9a\u9700\u8981GPU\u624d\u80fd\u63a8\u7406\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5bf9\u5de5\u4e1a\u8ba1\u7b97\u673a\u3001\u8bbe\u5907\u76d1\u6d4b\u7cfb\u7edf\u548c\u4f01\u4e1a\u5185\u90e8\u6570\u636e\u5e73\u53f0\u6765\u8bf4\uff0c\u8fd9\u662f\u4e00\u4e2a\u91cd\u8981\u4f18\u52bf\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e09\u3001Google TimesFM-3\uff1a\u4ece\u5355\u53d8\u91cf\u9884\u6d4b\u8d70\u5411\u539f\u751f\u591a\u53d8\u91cf\u9884\u6d4b<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Google Research\u4e8e2024\u5e74\u63a8\u51fa\u7b2c\u4e00\u4ee3<a href=\"https:\/\/nullthought.net\/?p=5602\" target=\"_blank\" rel=\"noopener\">TimesFM<\/a>\uff0c\u968f\u540e\u53d1\u5e03TimesFM 2.0\u30012.5\uff0c\u5e76\u4e8e2026\u5e748\u6708\u63a8\u51faTimesFM-3\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6700\u65b0\u7684TimesFM-3\u62e5\u6709\u7ea63.3\u4ebf\u53c2\u6570\uff0c\u9884\u8bad\u7ec3\u6570\u636e\u5305\u542b\u8d85\u8fc71\u4e07\u4ebf\u4e2a\u65f6\u95f4\u70b9\uff0c\u8986\u76d6\u771f\u5b9e\u548c\u5408\u6210\u65f6\u95f4\u5e8f\u5217\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5176\u6700\u91cd\u8981\u7684\u53d8\u5316\uff0c\u662f\u4ece\u8fc7\u53bb\u4ee5\u5355\u53d8\u91cf\u9884\u6d4b\u4e3a\u4e3b\uff0c\u5347\u7ea7\u4e3a\u539f\u751f\u591a\u53d8\u91cf\u9884\u6d4b\u6a21\u578b\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">1. TimesFM-3\u7684\u6280\u672f\u7279\u70b9<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">TimesFM-3\u540c\u6837\u91c7\u7528Transformer\u67b6\u6784\uff0c\u5c06\u8fde\u7eed\u65f6\u95f4\u5e8f\u5217\u5212\u5206\u4e3a\u6bcf32\u4e2a\u65f6\u95f4\u6b65\u957f\u4e00\u7ec4\u7684Patch\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f46\u5b83\u91c7\u7528\u4e86\u4e24\u7c7b\u4ea4\u66ff\u6267\u884c\u7684\u6ce8\u610f\u529b\u673a\u5236\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u65f6\u95f4\u6ce8\u610f\u529b\uff08Temporal Attention\uff09<\/strong> \u7528\u4e8e\u5b66\u4e60\u540c\u4e00\u4e2a\u53d8\u91cf\u5728\u4e0d\u540c\u65f6\u95f4\u70b9\u4e4b\u95f4\u7684\u4f9d\u8d56\u5173\u7cfb\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u53d8\u91cf\u6ce8\u610f\u529b\uff08Variate Attention\uff09<\/strong> \u7528\u4e8e\u5b66\u4e60\u4e0d\u540c\u53d8\u91cf\u5728\u540c\u4e00\u65f6\u95f4\u8303\u56f4\u5185\u7684\u76f8\u4e92\u5173\u7cfb\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f8b\u5982\uff0c\u9884\u6d4b\u4e00\u5bb6\u5de5\u5382\u672a\u6765\u7684\u7528\u7535\u91cf\uff0c\u6a21\u578b\u65e2\u9700\u8981\u7406\u89e3\u5386\u53f2\u7528\u7535\u5468\u671f\uff0c\u4e5f\u9700\u8981\u8003\u8651\u4e0d\u540c\u8f66\u95f4\u7684\u8d1f\u8f7d\u3001\u751f\u4ea7\u8ba1\u5212\u7b49\u4fe1\u606f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">TimesFM-3\u8fd8\u4f7f\u7528\u8fde\u7eedPatch\u63a9\u7801\uff08Contiguous Patch Masking\uff09\u673a\u5236\uff0c\u4f7f\u672a\u6765\u9884\u6d4b\u533a\u95f4\u53ef\u4ee5\u5e76\u884c\u751f\u6210\uff0c\u51cf\u5c11\u9010\u6b65\u9884\u6d4b\u5e26\u6765\u7684\u8ba1\u7b97\u5f00\u9500\u548c\u8bef\u5dee\u79ef\u7d2f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b83\u80fd\u591f\u540c\u65f6\u8f93\u51fa\u70b9\u9884\u6d4b\u548c9\u4e2a\u5206\u4f4d\u6570\u9884\u6d4b\u503c\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">2. Timestral\u4e0eTimesFM-3\u7684\u76f4\u63a5\u6bd4\u8f83<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e24\u8005\u4ee3\u8868\u4e86\u5f53\u524d\u65f6\u5e8f\u57fa\u7840\u6a21\u578b\u975e\u5e38\u63a5\u8fd1\u7684\u6280\u672f\u65b9\u5411\uff0c\u4f46\u5728\u89c4\u6a21\u3001\u8bad\u7ec3\u65b9\u6cd5\u548c\u4ea7\u54c1\u5b9a\u4f4d\u4e0a\u5b58\u5728\u5dee\u5f02\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><th>\u5bf9\u6bd4\u9879\u76ee<\/th><th>Timestral 1.0<\/th><th>TimesFM-3<\/th><\/tr><tr><td>\u5f00\u53d1\u673a\u6784<\/td><td>Mistral AI<\/td><td>Google Research<\/td><\/tr><tr><td>\u6700\u5927\u4e3b\u529b\u6a21\u578b\u53c2\u6570<\/td><td>2.09\u4ebf<\/td><td>3.3\u4ebf<\/td><\/tr><tr><td>\u591a\u53d8\u91cf\u8054\u5408\u9884\u6d4b<\/td><td>\u652f\u6301<\/td><td>\u652f\u6301<\/td><\/tr><tr><td>\u5386\u53f2\u53ca\u672a\u6765\u5df2\u77e5\u534f\u53d8\u91cf<\/td><td>\u652f\u6301<\/td><td>\u652f\u6301<\/td><\/tr><tr><td>\u6982\u7387\u8f93\u51fa<\/td><td>21\u4e2a\u5206\u4f4d\u6570<\/td><td>9\u4e2a\u5206\u4f4d\u6570<\/td><\/tr><tr><td>\u4e3b\u8981\u9884\u6d4b\u673a\u5236<\/td><td>DHF\u9884\u6d4bToken<\/td><td>\u8fde\u7eedPatch\u63a9\u7801<\/td><\/tr><tr><td>\u8bad\u7ec3\u6570\u636e\u7279\u70b9<\/td><td>\u5408\u6210\u6570\u636e\u4f18\u5148<\/td><td>\u5927\u89c4\u6a21\u771f\u5b9e\u4e0e\u5408\u6210\u6570\u636e<\/td><\/tr><tr><td>\u672c\u5730\u4f7f\u7528\u6388\u6743<\/td><td>Modified MIT<\/td><td>3.0\u6743\u91cd\u975e\u5546\u4e1a\u8bb8\u53ef<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u6309\u7167Mistral\u53d1\u5e03\u7684\u540c\u7ec4\u8bc4\u6d4b\u7ed3\u679c\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><th>\u6d4b\u8bd5\u6307\u6807<\/th><th>Timestral-209M<\/th><th>TimesFM-3<\/th><\/tr><tr><td>GIFT-Eval MASE\uff0c\u8d8a\u4f4e\u8d8a\u597d<\/td><td><strong>0.658<\/strong><\/td><td>0.667<\/td><\/tr><tr><td>GIFT-Eval CRPS\uff0c\u8d8a\u4f4e\u8d8a\u597d<\/td><td><strong>0.446<\/strong><\/td><td>0.456<\/td><\/tr><tr><td>TIME MASE\uff0c\u8d8a\u4f4e\u8d8a\u597d<\/td><td><strong>0.626<\/strong><\/td><td>0.640<\/td><\/tr><tr><td>TIME CRPS\uff0c\u8d8a\u4f4e\u8d8a\u597d<\/td><td><strong>0.522<\/strong><\/td><td>0.536<\/td><\/tr><tr><td>fev-bench SQL\u6280\u80fd\u8bc4\u5206\uff0c\u8d8a\u9ad8\u8d8a\u597d<\/td><td><strong>50.39<\/strong><\/td><td>48.99<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ece\u8fd9\u4e9b\u6570\u636e\u6765\u770b\uff0cTimestral-209M\u4f7f\u7528\u7ea6\u5c1137%\u7684\u53c2\u6570\uff0c\u5728\u4e0a\u8ff0\u6d4b\u8bd5\u4e2d\u53d6\u5f97\u4e86\u66f4\u597d\u7684\u6210\u7ee9\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e0d\u8fc7\u5fc5\u987b\u6307\u51fa\uff0c<strong>\u8fd9\u4e9b\u6bd4\u8f83\u6570\u636e\u6765\u81eaMistral\u53d1\u5e03\u7684\u6a21\u578b\u5361\u53ca\u5176\u8bc4\u6d4b\u7ed3\u679c\uff0c\u4e0d\u80fd\u7b49\u540c\u4e8e\u5df2\u7ecf\u83b7\u5f97\u5168\u9762\u72ec\u7acb\u9a8c\u8bc1\u3002<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u622a\u81f3\u6b64\u6b21\u53d1\u5e03\uff0cTimestral\u7684\u5b8c\u6574\u6280\u672f\u62a5\u544a\u4ecd\u5f85\u516c\u5f00\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u53e6\u5916\uff0cGoogle TimesFM-3\u7684\u4e00\u4e2a\u5546\u4e1a\u90e8\u7f72\u9650\u5236\u4e5f\u503c\u5f97\u5173\u6ce8\uff1a\u5176\u516c\u5f00\u4e0b\u8f7d\u76843.0\u6a21\u578b\u6743\u91cd\u91c7\u7528\u975e\u5546\u4e1a\u8bb8\u53ef\u8bc1\uff0c\u4e0d\u5141\u8bb8\u76f4\u63a5\u7528\u4e8e\u5546\u4e1a\u751f\u4ea7\u73af\u5883\uff1b\u4f46\u901a\u8fc7\u83b7\u5f97\u6388\u6743\u7684Google Cloud\u670d\u52a1\uff0c\u4f8b\u5982BigQuery ML\uff0c\u53ef\u4ee5\u7528\u4e8e\u5546\u4e1a\u573a\u666f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u76f8\u6bd4\u4e4b\u4e0b\uff0cTimestral\u6743\u91cd\u91c7\u7528Modified MIT\u8bb8\u53ef\u8bc1\uff0c\u4f01\u4e1a\u4ecd\u9700\u6838\u67e5\u5177\u4f53\u8bb8\u53ef\u6761\u6b3e\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u56e0\u6b64\uff0c\u4e24\u8005\u7684\u6bd4\u8f83\u4e0d\u80fd\u53ea\u770b\u9884\u6d4b\u7cbe\u5ea6\uff0c\u8fd8\u5e94\u7efc\u5408\u8003\u8651\u6388\u6743\u65b9\u5f0f\u3001\u90e8\u7f72\u6210\u672c\u548c\u4f01\u4e1a\u4f7f\u7528\u6761\u4ef6\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u56db\u3001\u9664\u4e86Timestral\u548cTimesFM\uff0c\u8fd8\u6709\u54ea\u4e9b\u4e3b\u8981\u6a21\u578b\uff1f<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u65f6\u5e8f\u57fa\u7840\u6a21\u578b\u5df2\u7ecf\u5f62\u6210\u4e00\u4e2a\u76f8\u5f53\u6d3b\u8dc3\u7684\u6280\u672f\u751f\u6001\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">1. Amazon Chronos-2\uff1a\u901a\u7528\u9884\u6d4b\u7684\u91cd\u8981\u4ee3\u8868<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Amazon\u4e8e2024\u5e74\u53d1\u5e03Chronos\uff0c\u6700\u521d\u91c7\u7528\u7c7b\u4f3c\u8bed\u8a00\u6a21\u578b\u7684\u65b9\u5f0f\uff0c\u5c06\u8fde\u7eed\u6570\u503c\u79bb\u6563\u5316\u4e3aToken\uff0c\u518d\u901a\u8fc7\u9884\u8bad\u7ec3\u6a21\u578b\u5b66\u4e60\u9884\u6d4b\u89c4\u5f8b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u540e\u7eed\u7684Chronos-Bolt\u901a\u8fc7Patch\u5904\u7406\u548c\u76f4\u63a5\u591a\u6b65\u9884\u6d4b\uff0c\u5927\u5e45\u964d\u4f4e\u4e86\u63a8\u7406\u6210\u672c\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">2025\u5e7410\u6708\u53d1\u5e03\u7684Chronos-2\u5219\u8fdb\u4e00\u6b65\u652f\u6301\u5355\u53d8\u91cf\u3001\u591a\u53d8\u91cf\u548c\u534f\u53d8\u91cf\u9884\u6d4b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Chronos-2\u62e5\u6709\u7ea61.2\u4ebf\u53c2\u6570\uff0c\u662f\u76ee\u524d\u901a\u7528\u65f6\u5e8f\u9884\u6d4b\u7684\u91cd\u8981\u5f00\u6e90\u57fa\u7ebf\u4e4b\u4e00\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6309\u7167Mistral\u53d1\u5e03\u7684\u6bd4\u8f83\uff0cTimestral-28M\u5728GIFT-Eval\u548cTIME\u4e0a\u7684\u8868\u73b0\u5df2\u7ecf\u4f18\u4e8e\u53c2\u6570\u7ea6\u4e3a\u51764\u500d\u7684Chronos-2\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u8bf4\u660e\u65f6\u5e8f\u6a21\u578b\u7684\u9884\u6d4b\u6027\u80fd\uff0c\u5e76\u4e0d\u5b8c\u5168\u53d6\u51b3\u4e8e\u53c2\u6570\u89c4\u6a21\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">2. Salesforce Moirai 2.0\uff1a\u901a\u7528\u65f6\u5e8f\u5efa\u6a21<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Salesforce AI Research\u57282025\u5e748\u6708\u53d1\u5e03Moirai 2.0\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b83\u5c06\u6b64\u524d\u7684\u63a9\u7801\u7f16\u7801\u5668\u67b6\u6784\u6539\u4e3aDecoder-only Transformer\uff0c\u5e76\u91c7\u7528\u5206\u4f4d\u6570\u635f\u5931\u548c\u591aToken\u9884\u6d4b\u65b9\u5f0f\uff0c\u63d0\u9ad8\u8ba1\u7b97\u6548\u7387\u548c\u9884\u6d4b\u80fd\u529b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Moirai\u7cfb\u5217\u7684\u4e00\u9879\u91cd\u8981\u8d21\u732e\uff0c\u4e0d\u53ea\u662f\u6a21\u578b\u672c\u8eab\uff0c\u8fd8\u5305\u62ec\u76f8\u5173\u8bad\u7ec3\u4e0e\u8bc4\u6d4b\u751f\u6001\u5efa\u8bbe\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Salesforce\u63a8\u52a8\u7684GIFT-Eval\uff0c\u5df2\u7ecf\u6210\u4e3a\u5f53\u524d\u8bc4\u4ef7\u65f6\u5e8f\u57fa\u7840\u6a21\u578b\u6cdb\u5316\u80fd\u529b\u7684\u91cd\u8981\u57fa\u51c6\u4e4b\u4e00\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">3. Datadog Toto 2.0\uff1a\u5f3a\u8c03\u89c4\u6a21\u6269\u5c55\u80fd\u529b<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Datadog\u57282026\u5e74\u63a8\u51faToto 2.0\uff0c\u5176\u6a21\u578b\u89c4\u6a21\u8986\u76d6400\u4e07\u523025\u4ebf\u53c2\u6570\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Toto 2.0\u91c7\u7528\u4ea4\u66ff\u65f6\u95f4\u6ce8\u610f\u529b\u548c\u53d8\u91cf\u6ce8\u610f\u529b\uff0c\u5e76\u4f7f\u7528\u6982\u7387\u9884\u6d4b\u673a\u5236\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b83\u7684\u91cd\u8981\u7814\u7a76\u53d1\u73b0\u662f\uff1a\u5728\u6240\u6d4b\u8bd5\u7684\u89c4\u6a21\u8303\u56f4\u5185\uff0c\u589e\u52a0\u53c2\u6570\u901a\u5e38\u80fd\u591f\u6301\u7eed\u6539\u5584\u9884\u6d4b\u6027\u80fd\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u4e00\u7ed3\u679c\u4e3a\u65f6\u5e8f\u57fa\u7840\u6a21\u578b\u7684\u89c4\u6a21\u6269\u5c55\u89c4\u5f8b\u63d0\u4f9b\u4e86\u65b0\u8bc1\u636e\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0cToto 2.0\u867d\u7136\u652f\u6301\u591a\u53d8\u91cf\u9884\u6d4b\uff0c\u4f46\u76ee\u524d\u516c\u5f00\u76842.0\u7248\u672c\u5c1a\u672a\u539f\u751f\u63d0\u4f9b\u4e0eTimestral\u76f8\u540c\u7684\u5b8c\u6574\u5916\u751f\u53d8\u91cf\u652f\u6301\u548c\u5fae\u8c03\u80fd\u529b\uff1b\u76f8\u5173\u529f\u80fd\u4ecd\u5728\u5b8c\u5584\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">4. IBM Granite TinyTimeMixer\uff1a\u9762\u5411\u8d44\u6e90\u53d7\u9650\u8bbe\u5907<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">IBM\u91c7\u53d6\u4e86\u53e6\u4e00\u6761\u8def\u7ebf\uff1a\u5c3d\u53ef\u80fd\u7f29\u5c0f\u6a21\u578b\u89c4\u6a21\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5176TinyTimeMixer\uff08TTM\uff09\u7cfb\u5217\u4ece\u767e\u4e07\u53c2\u6570\u7ea7\u8d77\u6b65\uff0c\u8f83\u65b0\u7684Granite-TTM-R3\u8986\u76d6\u7ea6100\u4e07\u81f33500\u4e07\u53c2\u6570\u7684\u6a21\u578b\u914d\u7f6e\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8be5\u7cfb\u5217\u4fa7\u91cd\u4f4e\u63a8\u7406\u6210\u672c\u3001\u5feb\u901f\u9884\u6d4b\u3001\u591a\u53d8\u91cf\u5904\u7406\u548c\u5c11\u6837\u672c\u9002\u914d\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5bf9\u4e8e\u5de5\u4e1a\u73b0\u573a\u7684\u5de5\u63a7\u673a\u3001\u7f51\u5173\u548c\u8ba1\u7b97\u8d44\u6e90\u6709\u9650\u7684\u8bbe\u5907\uff0c\u8fd9\u7c7b\u5c0f\u578b\u6a21\u578b\u5177\u6709\u5b9e\u9645\u5438\u5f15\u529b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f46\u6a21\u578b\u8f7b\u91cf\u5e76\u4e0d\u81ea\u52a8\u610f\u5473\u7740\u9002\u5408\u6240\u6709\u5b9e\u65f6\u4efb\u52a1\uff0c\u8fd8\u9700\u8981\u9a8c\u8bc1\u5177\u4f53\u786c\u4ef6\u4e0a\u7684\u5185\u5b58\u5360\u7528\u3001\u5ef6\u8fdf\u4ee5\u53ca\u9884\u6d4b\u6548\u679c\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">5. NXAI TiRex-2\uff1a\u9762\u5411\u6d41\u5f0f\u6570\u636e\u7684\u5faa\u73af\u67b6\u6784<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">NXAI\u7684TiRex\u7cfb\u5217\u57fa\u4e8exLSTM\u76f8\u5173\u6280\u672f\u8def\u7ebf\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">2026\u5e74\u63a8\u51fa\u7684TiRex-2\u5df2\u652f\u6301\u591a\u53d8\u91cf\u8054\u5408\u9884\u6d4b\uff0c\u4ee5\u53ca\u5386\u53f2\u548c\u672a\u6765\u5df2\u77e5\u534f\u53d8\u91cf\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5176\u5355\u53d8\u91cf\u6a21\u5f0f\u6fc0\u6d3b\u7ea63840\u4e07\u53c2\u6570\uff0c\u591a\u53d8\u91cf\u6a21\u5f0f\u8fd8\u9700\u989d\u5916\u6fc0\u6d3b\u7ea64410\u4e07\u53c2\u6570\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e0eTransformer\u8def\u7ebf\u4e0d\u540c\uff0cTiRex-2\u5f3a\u8c03\u5faa\u73af\u67b6\u6784\u53ca\u6d41\u5f0f\u9884\u6d4b\u80fd\u529b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u4f7f\u5176\u5728\u6301\u7eed\u63a5\u6536\u4f20\u611f\u5668\u6570\u636e\u3001\u4e0d\u65ad\u66f4\u65b0\u9884\u6d4b\u7ed3\u679c\u7684\u5de5\u4e1a\u7cfb\u7edf\u4e2d\u5177\u6709\u7814\u7a76\u548c\u90e8\u7f72\u4ef7\u503c\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">6. \u5176\u4ed6\u503c\u5f97\u5173\u6ce8\u7684\u6a21\u578b<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u6b64\u5916\uff0c\u8fd8\u6709\u51e0\u6761\u503c\u5f97\u5173\u6ce8\u7684\u6280\u672f\u8def\u7ebf\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Nixtla TimeGPT 2.1<\/strong> \u66f4\u91cd\u89c6\u4f01\u4e1a\u670d\u52a1\u5316\uff0c\u652f\u6301\u591a\u53d8\u91cf\u9884\u6d4b\u3001\u5916\u751f\u53d8\u91cf\u3001\u5fae\u8c03\u548c\u4f01\u4e1a\u73af\u5883\u90e8\u7f72\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u8682\u8681\u56fd\u9645 Falcon-TST<\/strong> \u5305\u62ec\u57fa\u4e8eORBIT\u8bad\u7ec3\u673a\u5236\u7684Falcon-2.0\uff0c\u4ee5\u53ca\u9762\u5411\u5f02\u6784\u591a\u53d8\u91cf\u9884\u6d4b\u7684Falcon-X\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Sundial<\/strong> \u7531\u6e05\u534e\u5927\u5b66\u76f8\u5173\u7814\u7a76\u56e2\u961f\u63a8\u51fa\uff0c\u91c7\u7528TimeFlow Loss\uff0c\u901a\u8fc7\u5b66\u4e60\u8fde\u7eed\u6570\u503c\u5e8f\u5217\u7684\u751f\u6210\u5206\u5e03\u5b9e\u73b0\u6982\u7387\u9884\u6d4b\uff0c\u4ee3\u8868\u4e86\u751f\u6210\u5f0f\u65f6\u5e8f\u57fa\u7840\u6a21\u578b\u7684\u4e00\u6761\u8def\u7ebf\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u603b\u4f53\u800c\u8a00\uff0c\u884c\u4e1a\u6b63\u5728\u5f62\u6210\u4e09\u79cd\u4e0d\u540c\u7684\u53d1\u5c55\u91cd\u70b9\uff1a\u8ffd\u6c42\u901a\u7528\u9884\u6d4b\u7cbe\u5ea6\u3001\u8ffd\u6c42\u8f7b\u91cf\u5316\u548c\u90e8\u7f72\u6548\u7387\uff0c\u4ee5\u53ca\u5f3a\u8c03\u751f\u6210\u5f0f\u6982\u7387\u5efa\u6a21\u4e0e\u4f01\u4e1a\u96c6\u6210\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e94\u3001\u4e3b\u6d41\u65f6\u5e8f\u57fa\u7840\u6a21\u578b\u7684\u6280\u672f\u8def\u7ebf\u6bd4\u8f83<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u7efc\u5408\u4e0a\u8ff0\u6a21\u578b\uff0c\u53ef\u4ee5\u5bf9\u4e3b\u8981\u6280\u672f\u65b9\u5411\u8fdb\u884c\u5f52\u7eb3\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><th>\u6a21\u578b\u7cfb\u5217<\/th><th>\u4e3b\u8981\u6280\u672f\u7279\u8272<\/th><th>\u9002\u5408\u5173\u6ce8\u7684\u573a\u666f<\/th><\/tr><tr><td>Timestral<\/td><td>\u5408\u6210\u9884\u8bad\u7ec3\u3001DHF\u3001\u591a\u53d8\u91cf\u4e0e\u6982\u7387\u9884\u6d4b<\/td><td>\u5de5\u4e1a\u9884\u6d4b\u3001\u8fb9\u7f18\u90e8\u7f72<\/td><\/tr><tr><td>TimesFM-3<\/td><td>\u5927\u89c4\u6a21\u9884\u8bad\u7ec3\u3001\u539f\u751f\u591a\u53d8\u91cf\u3001\u5e76\u884c\u9884\u6d4b<\/td><td>\u5927\u89c4\u6a21\u4f01\u4e1a\u9884\u6d4b<\/td><\/tr><tr><td>Chronos-2<\/td><td>\u901a\u7528\u96f6\u6837\u672c\u9884\u6d4b\u3001\u534f\u53d8\u91cf\u652f\u6301<\/td><td>\u901a\u7528\u9884\u6d4b\u57fa\u7ebf<\/td><\/tr><tr><td>Moirai 2.0<\/td><td>Decoder-only\u3001\u901a\u7528\u5efa\u6a21<\/td><td>\u7814\u7a76\u3001\u6a21\u578b\u9002\u914d<\/td><\/tr><tr><td>Toto 2.0<\/td><td>\u5927\u8de8\u5ea6\u6a21\u578b\u89c4\u6a21\u3001\u53ef\u6269\u5c55\u6027<\/td><td>\u76d1\u63a7\u6307\u6807\u3001\u9ad8\u5bb9\u91cf\u9884\u6d4b<\/td><\/tr><tr><td>Granite TTM-R3<\/td><td>\u8d85\u8f7b\u91cfMixer\u67b6\u6784<\/td><td>\u8fb9\u7f18\u8bbe\u5907\u3001\u6279\u91cf\u63a8\u7406<\/td><\/tr><tr><td>TiRex-2<\/td><td>\u5faa\u73af\u67b6\u6784\u3001\u6d41\u5f0f\u6570\u636e\u5904\u7406<\/td><td>\u8fde\u7eed\u76d1\u6d4b\u3001\u5de5\u4e1a\u6570\u636e<\/td><\/tr><tr><td>TimeGPT 2.1<\/td><td>\u4f01\u4e1a\u7ea7\u670d\u52a1\u3001\u5fae\u8c03\u548c\u90e8\u7f72<\/td><td>\u4f01\u4e1a\u9884\u6d4b\u5e73\u53f0<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u9700\u8981\u7279\u522b\u8bf4\u660e\u7684\u662f\uff0c\u8fd9\u5f20\u8868\u63cf\u8ff0\u7684\u662f\u5404\u6a21\u578b\u7684\u4e3b\u8981\u7279\u70b9\uff0c\u5e76\u975e\u7ecf\u8fc7\u7edf\u4e00\u6d4b\u8bd5\u5f97\u51fa\u7684\u6027\u80fd\u6392\u540d\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u516d\u3001\u5982\u4f55\u8bc4\u4ef7\u6a21\u578b\u6027\u80fd\uff1f\u4e0d\u80fd\u53ea\u770b\u6392\u884c\u699c<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u76ee\u524d\u884c\u4e1a\u4e3b\u8981\u4f7f\u7528GIFT-Eval\u3001TIME\u548cfev-bench\u7b49\u516c\u5f00\u57fa\u51c6\u8bc4\u4ef7\u9884\u6d4b\u6a21\u578b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">GIFT-Eval\u8986\u76d6\u591a\u79cd\u884c\u4e1a\u3001\u65f6\u95f4\u9891\u7387\u548c\u9884\u6d4b\u957f\u5ea6\uff0c\u91cd\u70b9\u8003\u5bdf\u6a21\u578b\u7684\u8de8\u9886\u57df\u6cdb\u5316\u80fd\u529b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">TIME\u5f3a\u8c03\u8f83\u65b0\u7684\u8bc4\u6d4b\u6570\u636e\uff0c\u4ee5\u964d\u4f4e\u9884\u8bad\u7ec3\u6570\u636e\u4e0e\u6d4b\u8bd5\u6570\u636e\u91cd\u53e0\u5e26\u6765\u7684\u5f71\u54cd\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">fev-bench\u6db5\u76d6\u5927\u91cf\u771f\u5b9e\u9884\u6d4b\u4efb\u52a1\uff0c\u65e2\u8003\u5bdf\u9884\u6d4b\u7cbe\u5ea6\uff0c\u4e5f\u6d89\u53ca\u4e0d\u540c\u53d8\u91cf\u548c\u4e1a\u52a1\u6761\u4ef6\u4e0b\u7684\u6a21\u578b\u8868\u73b0\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5e38\u89c1\u6307\u6807\u5305\u62ec\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>MASE\uff08\u5e73\u5747\u7edd\u5bf9\u6bd4\u4f8b\u8bef\u5dee\uff09<\/strong>\uff1a\u8861\u91cf\u6a21\u578b\u76f8\u5bf9\u4e8e\u7b80\u5355\u57fa\u51c6\u9884\u6d4b\u7684\u8bef\u5dee\u6c34\u5e73\uff0c\u901a\u5e38\u8d8a\u4f4e\u8d8a\u597d\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>CRPS\uff08\u8fde\u7eed\u5206\u7ea7\u6982\u7387\u8bc4\u5206\uff09<\/strong>\uff1a\u8bc4\u4ef7\u6982\u7387\u9884\u6d4b\u5206\u5e03\u7684\u8d28\u91cf\uff0c\u4e0d\u4ec5\u8003\u8651\u9884\u6d4b\u4f4d\u7f6e\uff0c\u8fd8\u8003\u8651\u4e0d\u786e\u5b9a\u6027\u7684\u5408\u7406\u7a0b\u5ea6\uff0c\u8d8a\u4f4e\u8d8a\u597d\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f46\u516c\u5f00\u6392\u884c\u699c\u4ecd\u6709\u5c40\u9650\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u9996\u5148\uff0c\u4e0d\u540c\u6a21\u578b\u53ef\u80fd\u91c7\u7528\u4e0d\u540c\u7684\u8bad\u7ec3\u6570\u636e\u548c\u8bc4\u6d4b\u914d\u7f6e\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5176\u6b21\uff0c\u90e8\u5206\u6a21\u578b\u5728\u9884\u8bad\u7ec3\u65f6\u63a5\u89e6\u8fc7\u4e0e\u8bc4\u6d4b\u4efb\u52a1\u76f8\u5173\u7684\u6570\u636e\uff0c\u5fc5\u987b\u68c0\u67e5\u6570\u636e\u6cc4\u6f0f\u60c5\u51b5\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u518d\u6b21\uff0c\u7efc\u5408\u5e73\u5747\u6210\u7ee9\u53ef\u80fd\u63a9\u76d6\u4e0d\u540c\u884c\u4e1a\u4e4b\u95f4\u7684\u5de8\u5927\u5dee\u5f02\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e00\u4e2a\u5728\u96f6\u552e\u9700\u6c42\u9884\u6d4b\u4e2d\u8868\u73b0\u4f18\u79c0\u7684\u6a21\u578b\uff0c\u4e0d\u4e00\u5b9a\u9002\u5408\u6beb\u79d2\u7ea7\u673a\u68b0\u632f\u52a8\u6570\u636e\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">2026\u5e74ICML\u76f8\u5173\u7814\u7a76\u4e5f\u7279\u522b\u63d0\u51fa\uff0c\u65f6\u5e8f\u57fa\u7840\u6a21\u578b\u9700\u8981\u66f4\u660e\u786e\u7684\u9886\u57df\u7ea7\u57fa\u51c6\uff0c\u4ee5\u907f\u514d\u7efc\u5408\u8bc4\u5206\u63a9\u76d6\u5b9e\u9645\u5e94\u7528\u5dee\u5f02\u3002<\/p>\n\n\n\n<p 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class=\"wp-block-paragraph\"><strong>\u5982\u679c\u8bf4\u5927\u8bed\u8a00\u6a21\u578b\u7684\u7a81\u7834\u5728\u4e8e\u8ba9AI\u80fd\u591f\u7406\u89e3\u548c\u751f\u6210\u8bed\u8a00\uff0c\u90a3\u4e48\u65f6\u5e8f\u57fa\u7840\u6a21\u578b\u7684\u91cd\u8981\u610f\u4e49\uff0c\u5c31\u662f\u8ba9AI\u5f00\u59cb\u5177\u5907\u8de8\u573a\u666f\u5b66\u4e60\u52a8\u6001\u89c4\u5f8b\u3001\u9884\u6d4b\u672a\u6765\u53d8\u5316\u7684\u901a\u7528\u80fd\u529b\u3002<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5bf9\u4e8e\u5de5\u4e1aAI\u800c\u8a00\uff0c\u8fd9\u79cd\u80fd\u529b\u53ef\u80fd\u6210\u4e3a\u4e0b\u4e00\u4ee3\u8bbe\u5907\u76d1\u6d4b\u3001\u9884\u6d4b\u6027\u7ef4\u62a4\u548c\u81ea\u4e3b\u8fd0\u884c\u7cfb\u7edf\u7684\u91cd\u8981\u6280\u672f\u57fa\u7840\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u53c2\u8003\u8d44\u6599<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ee5\u4e0b\u8d44\u6599\u622a\u81f32026\u5e7410\u670816\u65e5\uff0c\u4f18\u5148\u91c7\u7528\u5f00\u53d1\u673a\u6784\u5b98\u65b9\u53d1\u5e03\u5185\u5bb9\u3001\u6a21\u578b\u4ed3\u5e93\u53ca\u7814\u7a76\u8bba\u6587\u3002<\/p>\n\n\n\n<ol start=\"1\" class=\"wp-block-list\">\n<li><strong>Mistral AI \u2014 Introducing Timestral<\/strong>\uff082026\uff09<a href=\"https:\/\/mistral.ai\/news\/timestral\/\">https:\/\/mistral.ai\/news\/timestral\/<\/a><\/li>\n\n\n\n<li><strong>Mistral AI \u2014 Timestral 1.0 Model Documentation<\/strong><a href=\"https:\/\/docs.mistral.ai\/models\/timestral-1-0\">https:\/\/docs.mistral.ai\/models\/timestral-1-0<\/a><\/li>\n\n\n\n<li><strong>Mistral AI \u2014 Timestral-209M Model Card and Benchmark Results<\/strong><a href=\"https:\/\/huggingface.co\/mistralai\/Timestral-209M\">https:\/\/huggingface.co\/mistralai\/Timestral-209M<\/a><\/li>\n\n\n\n<li><strong>Mistral AI \u2014 Timestral Official Repository<\/strong><a href=\"https:\/\/github.com\/mistralai\/timestral\">https:\/\/github.com\/mistralai\/timestral<\/a><\/li>\n\n\n\n<li><strong>Google Research \u2014 TimesFM-3: A Zero-Shot Foundation Model for Multivariate Forecasting<\/strong>\uff082026\uff09<a href=\"https:\/\/research.google\/blog\/timesfm-3-a-zero-shot-foundation-model-for-multivariate-forecasting\/\">https:\/\/research.google\/blog\/timesfm-3-a-zero-shot-foundation-model-for-multivariate-forecasting\/<\/a><\/li>\n\n\n\n<li><strong>Google Research \u2014 TimesFM Official Repository<\/strong><a href=\"https:\/\/github.com\/google-research\/timesfm\">https:\/\/github.com\/google-research\/timesfm<\/a><\/li>\n\n\n\n<li><strong>Amazon Science \u2014 Chronos: Pretrained Models for Time Series Forecasting<\/strong><a href=\"https:\/\/github.com\/amazon-science\/chronos-forecasting\">https:\/\/github.com\/amazon-science\/chronos-forecasting<\/a><\/li>\n\n\n\n<li><strong>Salesforce AI Research \u2014 Introducing Moirai 2.0<\/strong>\uff082025\uff09<a href=\"https:\/\/www.salesforce.com\/blog\/moirai-2-0\/\">https:\/\/www.salesforce.com\/blog\/moirai-2-0\/<\/a><\/li>\n\n\n\n<li><strong>Datadog \u2014 Toto 2.0: Time Series Forecasting Enters the Scaling Era<\/strong>\uff082026\uff09<a href=\"https:\/\/www.datadoghq.com\/blog\/ai\/toto-2\/\">https:\/\/www.datadoghq.com\/blog\/ai\/toto-2\/<\/a><\/li>\n\n\n\n<li><strong>IBM Granite \u2014 Granite-TTM-R3 Model Card<\/strong><a href=\"https:\/\/huggingface.co\/ibm-granite\/granite-timeseries-ttm-r3\">https:\/\/huggingface.co\/ibm-granite\/granite-timeseries-ttm-r3<\/a><\/li>\n\n\n\n<li><strong>NXAI \u2014 TiRex-2: Generalizing TiRex to Multivariate Data and Streaming<\/strong><a href=\"https:\/\/github.com\/NX-AI\/tirex-2\">https:\/\/github.com\/NX-AI\/tirex-2<\/a><\/li>\n\n\n\n<li><strong>Nixtla \u2014 TimeGPT 2.1: The Next Generation of Foundation Models for Time Series Forecasting<\/strong><a href=\"https:\/\/www.nixtla.io\/blog\/timegpt-2-1-announcement\">https:\/\/www.nixtla.io\/blog\/timegpt-2-1-announcement<\/a><\/li>\n\n\n\n<li><strong>Ant International \u2014 Falcon-TST Official Repository<\/strong><a href=\"https:\/\/github.com\/ant-intl\/Falcon-TST\">https:\/\/github.com\/ant-intl\/Falcon-TST<\/a><\/li>\n\n\n\n<li><strong>Liu et al. \u2014 Sundial: A Family of Highly Capable Time Series Foundation Models<\/strong>\uff08ICML 2025\uff09<a href=\"https:\/\/proceedings.mlr.press\/v267\/liu25be.html\">https:\/\/proceedings.mlr.press\/v267\/liu25be.html<\/a><\/li>\n\n\n\n<li><strong>Salesforce AI Research \u2014 GIFT-Eval: A Benchmark for General Time Series Forecasting Model Evaluation<\/strong><a href=\"https:\/\/github.com\/SalesforceAIResearch\/gift-eval\">https:\/\/github.com\/SalesforceAIResearch\/gift-eval<\/a><\/li>\n\n\n\n<li><strong>Syed et al. \u2014 Position: Time-Series Foundation Models Require Explicit Domain-Level Benchmarks<\/strong>\uff08ICML 2026\uff09<a href=\"https:\/\/proceedings.mlr.press\/v306\/syed26a.html\">https:\/\/proceedings.mlr.press\/v306\/syed26a.html<\/a><\/li>\n<\/ol>\n","protected":false},"excerpt":{"rendered":"<p>\u7ee7\u5927\u8bed\u8a00\u6a21\u578b\u3001\u89c6\u89c9\u57fa\u7840\u6a21\u578b\u4e4b\u540e\uff0c\u65f6\u95f4\u5e8f\u5217\u57fa\u7840\u6a21\u578b\uff08Time-Series Foundation Models\uff0c [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"set","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center 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