{"id":1140301,"date":"2025-05-27T03:28:48","date_gmt":"2025-05-27T10:28:48","guid":{"rendered":"https:\/\/www.microsoft.com\/en-us\/research\/?post_type=msr-blog-post&#038;p=1140301"},"modified":"2025-05-27T03:29:30","modified_gmt":"2025-05-27T10:29:30","slug":"timecraft","status":"publish","type":"msr-blog-post","link":"https:\/\/www.microsoft.com\/en-us\/research\/articles\/timecraft\/","title":{"rendered":"TimeCraft\uff1a\u9762\u5411\u771f\u5b9e\u4e16\u754c\u7684\u8de8\u57df\u6cdb\u5316\u3001\u6587\u672c\u53ef\u63a7\u4e0e\u4efb\u52a1\u611f\u77e5\u901a\u7528\u65f6\u95f4\u5e8f\u5217\u751f\u6210\u6846\u67b6"},"content":{"rendered":"\n<p>\u7f16\u8005\u6309\uff1a\u5728\u4ea7\u4e1a\u667a\u80fd\u5316\u52a0\u901f\u53d1\u5c55\u7684\u5f53\u4e0b\uff0c\u65f6\u95f4\u5e8f\u5217\u6570\u636e\u5df2\u7136\u6210\u4e3a\u667a\u80fd\u51b3\u7b56\u7cfb\u7edf\u7684\u5173\u952e\u57fa\u77f3\u3002\u7136\u800c\uff0c\u4f20\u7edf\u7684\u65f6\u95f4\u5e8f\u5217\u751f\u6210\u6a21\u578b\u5f80\u5f80\u96be\u4ee5\u5e94\u5bf9\u8de8\u9886\u57df\u3001\u8de8\u98ce\u683c\u7684\u6570\u636e\u9700\u6c42\uff0c\u4e14\u751f\u6210\u7684\u6570\u636e\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\u7f3a\u4e4f\u53ef\u63a7\u6027\u548c\u5b9e\u7528\u6027\u3002<\/p>\n\n\n\n<p>\u4e3a\u89e3\u51b3\u8fd9\u4e9b\u75db\u70b9\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u63a8\u51fa\u5f00\u6e90\u6846\u67b6 TimeCraft\uff0c\u878d\u5408\u591a\u9879\u7814\u7a76\u6210\u679c\uff0c\u901a\u8fc7\u8de8\u57df\u6cdb\u5316\u3001\u81ea\u7136\u8bed\u8a00\u63a7\u5236\u4e0e\u4efb\u52a1\u611f\u77e5\u7b49\u521b\u65b0\u6280\u672f\uff0c\u52a9\u529b\u65f6\u95f4\u5e8f\u5217\u751f\u6210\u4efb\u52a1\u4ece\u7ed3\u6784\u7406\u89e3\u5230\u4efb\u52a1\u5bf9\u9f50\u7684\u5168\u6d41\u7a0b\u80fd\u529b\u5efa\u8bbe\u3002TimeCraft \u7684\u63a8\u51fa\u4e3a\u4ea7\u4e1a\u667a\u80fd\u5316\u8f6c\u578b\u63d0\u4f9b\u4e86\u4e00\u4e2a\u771f\u6b63\u53ef\u63a7\u3001\u53ef\u7528\u3001\u53ef\u6269\u5c55\u7684\u65f6\u95f4\u5e8f\u5217\u6570\u636e\u751f\u6210\u89e3\u51b3\u65b9\u6848\uff0c\u6781\u5927\u5730\u63a8\u52a8\u4e86\u5408\u6210\u6570\u636e\u5728\u5404\u4e2a\u884c\u4e1a\u4e2d\u7684\u6df1\u5ea6\u5e94\u7528\u4e0e\u843d\u5730\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"255\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/05\/timecraft-1-1024x255.png\" alt=\"logo\" class=\"wp-image-1140302\" style=\"width:637px;height:auto\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/05\/timecraft-1-1024x255.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/05\/timecraft-1-300x75.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/05\/timecraft-1-768x191.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/05\/timecraft-1-240x60.png 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/05\/timecraft-1.png 1500w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u5728\u4eba\u5de5\u667a\u80fd\u5168\u9762\u8d4b\u80fd\u4ea7\u4e1a\u7684\u6d6a\u6f6e\u4e0b\uff0c\u65f6\u95f4\u5e8f\u5217\u6570\u636e\u5df2\u7ecf\u6210\u4e3a\u652f\u6491\u667a\u80fd\u51b3\u7b56\u7cfb\u7edf\u7684\u6838\u5fc3\u8d44\u6e90\u3002\u4ece\u533b\u7597\u76d1\u6d4b\u5230\u91d1\u878d\u98ce\u63a7\uff0c\u4ece\u4ea4\u901a\u8c03\u5ea6\u5230\u80fd\u6e90\u7ba1\u7406\uff0c\u8d8a\u6765\u8d8a\u591a\u7684\u5173\u952e\u4e1a\u52a1\u90fd\u4f9d\u8d56\u4e8e\u5bf9\u65f6\u95f4\u5e8f\u5217\u7684\u5efa\u6a21\u548c\u7406\u89e3\u3002\u4e0e\u6b64\u540c\u65f6\uff0c\u65f6\u95f4\u5e8f\u5217\u751f\u6210\u6280\u672f\u4e5f\u65e5\u76ca\u53d7\u5230\u4e1a\u754c\u7684\u91cd\u89c6\uff0c\u4e3a\u89e3\u51b3\u6570\u636e\u7a00\u7f3a\u3001\u9690\u79c1\u4fdd\u62a4\u548c\u573a\u666f\u6a21\u62df\u7b49\u5b9e\u9645\u75db\u70b9\u63d0\u4f9b\u521b\u65b0\u89e3\u51b3\u65b9\u6848\u3002<\/p>\n\n\n\n<p>\u7136\u800c\uff0c\u73b0\u5b9e\u5de5\u4e1a\u9700\u6c42\u8fdc\u6bd4\u4f20\u7edf\u7684\u751f\u6210\u4efb\u52a1\u66f4\u4e3a\u590d\u6742\u3002\u4e00\u4e2a\u771f\u6b63\u5b9e\u7528\u7684\u65f6\u95f4\u5e8f\u5217\u751f\u6210\u6a21\u578b\uff0c\u4e0d\u4ec5\u8981\u80fd\u591f\u5e94\u5bf9\u8de8\u9886\u57df\u3001\u8de8\u98ce\u683c\u7684\u6570\u636e\uff0c\u8fd8\u9700\u8981\u5728\u751f\u6210\u8fc7\u7a0b\u4e2d\u5177\u6709\u9ad8\u5ea6\u53ef\u63a7\u6027\uff0c\u5141\u8bb8\u7528\u6237\u81ea\u5b9a\u4e49\u8d8b\u52bf\u3001\u5468\u671f\u3001\u6ce2\u52a8\u7b49\u7279\u5f81\u3002\u66f4\u8fdb\u4e00\u6b65\uff0c\u751f\u6210\u7684\u6570\u636e\u8fd8\u5fc5\u987b\u670d\u52a1\u4e8e\u5b9e\u9645\u4e1a\u52a1\u76ee\u6807\uff0c\u80fd\u591f\u771f\u6b63\u63d0\u5347\u4e0b\u6e38\u6a21\u578b\u7684\u6548\u679c\uff0c\u800c\u4e0d\u53ea\u662f\u201c\u770b\u8d77\u6765\u5408\u7406\u201d \u2014\u2014\u4e0d\u4ec5\u8981\u201c\u50cf\u201d\uff0c\u66f4\u8981\u201c\u6709\u7528\u201d\u3002<\/p>\n\n\n\n<p>\u4e3a\u7834\u89e3\u8fd9\u4e9b\u96be\u9898\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u63a8\u51fa\u4e86<strong><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/github.com\/microsoft\/TimeCraft\">\u4e13\u4e3a\u771f\u5b9e\u4e16\u754c\u8bbe\u8ba1\u7684\u3001\u57fa\u4e8e\u6269\u6563\u6a21\u578b\u7684\u901a\u7528\u65f6\u95f4\u5e8f\u5217\u751f\u6210\u5f00\u6e90\u6846\u67b6 TimeCraft<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/strong>\u3002TimeCraft \u878d\u5408\u4e86\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u8fd1\u5e74\u6765\u591a\u9879\u65f6\u95f4\u5e8f\u5217\u751f\u6210\u7684\u521b\u65b0\u7814\u7a76\u6210\u679c\uff0c<strong>\u96c6\u8de8\u57df\u6cdb\u5316\u3001\u6587\u672c\u63a7\u5236\u4e0e\u4efb\u52a1\u611f\u77e5\u4e8e\u4e00\u4f53\uff0c\u53ef\u63d0\u4f9b\u4ece\u7ed3\u6784\u7406\u89e3\u5230\u4efb\u52a1\u5bf9\u9f50\u7684\u5168\u6d41\u7a0b\u80fd\u529b\uff0c\u81f4\u529b\u4e8e\u6210\u4e3a\u884c\u4e1a\u7ea7\u5408\u6210\u6570\u636e\u7684\u201c\u767e\u5b9d\u7bb1\u201d<\/strong>\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u4e09\u79cd\u63a7\u5236\u4fe1\u53f7-\u8bfb\u61c2\u4f60\u7684\u9700\u6c42\">\u4e09\u79cd\u63a7\u5236\u4fe1\u53f7\u201c\u8bfb\u61c2\u4f60\u7684\u9700\u6c42\u201d<\/h2>\n\n\n\n<p>TimeCraft \u652f\u6301\u9ad8\u5ea6\u7075\u6d3b\u7684\u63a8\u7406\u63a5\u53e3\uff0c\u80fd\u591f\u5145\u5206\u7406\u89e3\u5e76\u54cd\u5e94\u7528\u6237\u5bf9\u751f\u6210\u6570\u636e\u7684\u591a\u7ef4\u5ea6\u8981\u6c42\u3002\u7528\u6237\u53ef\u4ee5\u901a\u8fc7\u4e09\u79cd\u65b9\u5f0f\u63d0\u4f9b\u63a7\u5236\u4fe1\u53f7\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u5c11\u91cf\u6837\u672c\u5feb\u901f\u9002\u914d<\/strong>\uff1a\u7528\u6237\u53ef\u76f4\u63a5\u4e0a\u4f20\u76ee\u6807\u9886\u57df\u7684\u5c11\u91cf\u65f6\u95f4\u5e8f\u5217\u6837\u672c\uff0c\u65e0\u9700\u4efb\u4f55\u6807\u7b7e\uff0cTimeCraft \u5c31\u80fd\u591f\u81ea\u52a8\u63d0\u53d6\u9886\u57df\u7279\u5f81\uff0c\u5b9e\u73b0\u5bf9\u65b0\u573a\u666f\u7684\u96f6\u95e8\u69db\u8fc1\u79fb\u548c\u9ad8\u4fdd\u771f\u751f\u6210\u3002<\/li>\n\n\n\n<li><strong>\u81ea\u7136\u8bed\u8a00\u6587\u672c\u63a7\u5236<\/strong>\uff1a\u7528\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\u9700\u6c42\uff0c\u5982\u201c\u524d\u671f\u5e73\u7a33\u3001\u540e\u671f\u5267\u70c8\u9707\u8361\u201d\uff0cTimeCraft \u5373\u53ef\u667a\u80fd\u7406\u89e3\u8bed\u4e49\uff0c\u6309\u9700\u751f\u6210\u9ad8\u5ea6\u5951\u5408\u7684\u6570\u636e\u3002<\/li>\n\n\n\n<li><strong>\u4efb\u52a1\u6a21\u578b\u53cd\u9988\u5f15\u5bfc<\/strong>\uff1a\u7528\u6237\u53ef\u63a5\u5165\u4efb\u610f\u4e0b\u6e38\u4e1a\u52a1\u6a21\u578b\uff08\u5982\u91cd\u75c7\u9884\u6d4b\u5668\u3001\u91d1\u878d\u8d8b\u52bf\u5206\u7c7b\u5668\uff09\uff0cTimeCraft \u53ef\u4ee5\u6839\u636e\u6a21\u578b\u53cd\u9988\u52a8\u6001\u4f18\u5316\u751f\u6210\u8def\u5f84\uff0c\u786e\u4fdd\u6570\u636e\u771f\u6b63\u63d0\u5347\u4e0b\u6e38\u6548\u679c\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u8fd9\u4e09\u79cd\u63a7\u5236\u65b9\u5f0f\u65e2\u53ef\u72ec\u7acb\u4f7f\u7528\uff0c\u4e5f\u53ef\u7075\u6d3b\u7ec4\u5408\uff0c\u8ba9 TimeCraft \u5728\u591a\u6837\u5316\u573a\u666f\u4e0b\u5b9e\u73b0\u9ad8\u8d28\u91cf\u3001\u9ad8\u9002\u5e94\u6027\u3001\u4efb\u52a1\u5bfc\u5411\u7684\u6570\u636e\u5408\u6210\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"458\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/05\/timecraft-2-1024x458.png\" alt=\"TimeCraft \u67b6\u6784\u793a\u610f\u56fe\" class=\"wp-image-1140303\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/05\/timecraft-2-1024x458.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/05\/timecraft-2-300x134.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/05\/timecraft-2-768x343.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/05\/timecraft-2-240x107.png 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/05\/timecraft-2.png 1049w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u56fe1\uff1aTimeCraft \u67b6\u6784\u793a\u610f\u56fe<\/figcaption><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u8de8\u57df\u6cdb\u5316-\u8ba9\u751f\u6210\u6a21\u578b-\u89c1\u591a\u8bc6\u5e7f-\u5e94\u5bf9\u4e07\u5343\u573a\u666f\">\u8de8\u57df\u6cdb\u5316\uff1a\u8ba9\u751f\u6210\u6a21\u578b\u201c\u89c1\u591a\u8bc6\u5e7f\u201d\uff0c\u5e94\u5bf9\u4e07\u5343\u573a\u666f<\/h2>\n\n\n\n<p>\u5728\u73b0\u5b9e\u5e94\u7528\u4e2d\uff0c\u4e0d\u540c\u884c\u4e1a\u7684\u65f6\u95f4\u5e8f\u5217\u6570\u636e\u5448\u73b0\u51fa\u622a\u7136\u4e0d\u540c\u7684\u7ed3\u6784\u7279\u5f81\u3002\u65e0\u8bba\u662f\u7535\u529b\u7cfb\u7edf\u4e2d\u7684\u8d1f\u8377\u66f2\u7ebf\uff0c\u533b\u9662\u76d1\u6d4b\u4e2d\u7684\u5fc3\u7387\u6ce2\u52a8\uff0c\u8fd8\u662f\u91d1\u878d\u5e02\u573a\u4e2d\u7684\u4ef7\u683c\u53d8\u52a8\uff0c\u80cc\u540e\u7684\u65f6\u95f4\u6a21\u5f0f\u901a\u5e38\u98ce\u683c\u5404\u5f02\u3001\u53d8\u5316\u591a\u7aef\u3002\u9762\u5bf9\u4e0d\u7528\u573a\u666f\u4e0b\u65f6\u95f4\u5e8f\u5217\u7684\u9ad8\u5ea6\u5f02\u6784\u6027\uff0c\u4f20\u7edf\u751f\u6210\u6a21\u578b\u5f80\u5f80\u53ea\u80fd\u201c\u4e13\u624d\u201d\u96be\u4ee5\u201c\u901a\u624d\u201d\uff0c\u8fc1\u79fb\u80fd\u529b\u6709\u9650\u3002<\/p>\n\n\n\n<p>\u5bf9\u6b64\uff0c\u7814\u7a76\u5458\u4eec\u63d0\u51fa\u4e86\u4e00\u79cd\u7edf\u4e00\u5efa\u6a21\u7684\u8de8\u57df\u751f\u6210\u673a\u5236\uff0c\u5728 TimeCraft \u5185\u90e8\u6784\u5efa\u4e00\u7ec4\u5171\u4eab\u7684\u65f6\u95f4\u5e8f\u5217\u8bed\u4e49\u539f\u578b\uff08prototype\uff09\uff0c\u4f5c\u4e3a\u901a\u7528\u7684\u65f6\u95f4\u7ed3\u6784\u8bcd\u8868\uff0c\u53ef\u4ee5\u5982\u642d\u79ef\u6728\u822c\u5728\u4e0d\u540c\u9886\u57df\u95f4\u7ec4\u5408\u4f7f\u7528\u3002<\/p>\n\n\n\n<p>\u7528\u6237\u5728\u63a8\u7406\u9636\u6bb5\u53ea\u9700\u63d0\u4f9b\u76ee\u6807\u9886\u57df\u7684\u5c11\u91cf\u793a\u4f8b\u5e8f\u5217\uff0cTimeCraft \u5373\u53ef\u901a\u8fc7\u539f\u578b\u5206\u914d\u6a21\u5757\uff08Prototype Assignment Module, PAM\uff09\u81ea\u52a8\u63d0\u53d6\u7ed3\u6784\u7279\u5f81\uff0c\u5e76\u5c06\u5176\u6620\u5c04\u5230\u8bed\u4e49\u539f\u578b\u7a7a\u95f4\u4e2d\uff0c\u8ba1\u7b97\u51fa\u539f\u578b\u7ec4\u5408\u7684\u6743\u91cd\u3002\u7531\u6b64\u751f\u6210\u7684\u9886\u57df\u63d0\u793a\u5411\u91cf\uff08domain prompt\uff09\u5c06\u4f5c\u4e3a\u6761\u4ef6\u8f93\u5165\uff0c\u5f15\u5bfc\u6269\u6563\u6a21\u578b\u5408\u6210\u4e0e\u76ee\u6807\u98ce\u683c\u4e00\u81f4\u7684\u65b0\u65f6\u95f4\u5e8f\u5217\u3002<\/p>\n\n\n\n<p>\u51ed\u501f\u8fd9\u4e00\u673a\u5236\uff0c<strong>TimeCraft \u65e0\u9700\u4f9d\u8d56\u9886\u57df\u6807\u7b7e\uff0c\u4e5f\u65e0\u9700\u9488\u5bf9\u6bcf\u4e2a\u65b0\u573a\u666f\u8fdb\u884c\u989d\u5916\u8bad\u7ec3\uff0c\u53ef\u4ee5\u5728\u591a\u79cd\u590d\u6742\u5e94\u7528\u4e2d\u5feb\u901f\u9002\u914d\uff0c\u5e76\u5728\u7535\u529b\u3001\u533b\u7597\u3001\u91d1\u878d\u3001\u4ea4\u901a\u7b49\u591a\u4e2a\u5173\u952e\u9886\u57df\u5b9e\u73b0\u4f18\u5f02\u7684\u8de8\u57df\u6cdb\u5316\u548c\u7ed3\u6784\u8fc1\u79fb\u80fd\u529b<\/strong>\uff0c\u771f\u6b63\u505a\u5230\u201c\u89c1\u591a\u8bc6\u5e7f\u3001\u5feb\u901f\u4e0a\u624b\u201d\u3002<\/p>\n\n\n\n<p><a href=\"https:\/\/www.microsoft.com\/en-us\/research\/articles\/timedp\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u70b9\u51fb\u94fe\u63a5<\/a>\uff0c\u4e86\u89e3\u66f4\u591a\u5173\u4e8e\u8de8\u57df\u6cdb\u5316\u7684\u7814\u7a76 TimeDP\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u6587\u672c\u53ef\u63a7\u751f\u6210-\u8ba9\u81ea\u7136\u8bed\u8a00\u6210\u4e3a-\u751f\u6210\u6307\u4ee4\">\u6587\u672c\u53ef\u63a7\u751f\u6210\uff1a\u8ba9\u81ea\u7136\u8bed\u8a00\u6210\u4e3a\u201c\u751f\u6210\u6307\u4ee4\u201d<\/h2>\n\n\n\n<p>\u5728\u8bb8\u591a\u771f\u5b9e\u4e16\u754c\u573a\u666f\u4e2d\uff0c\u4e1a\u52a1\u4eba\u5458\u5e38\u5e38\u6e05\u695a\u60f3\u8981\u4ec0\u4e48\u6837\u7684\u6570\u636e\u5f62\u6001\uff0c\u5374\u82e6\u4e8e\u7f3a\u4e4f\u5145\u8db3\u7684\u5386\u53f2\u6837\u672c\u3002\u6bd4\u5982\uff0c\u201c\u6211\u60f3\u8981\u4e00\u7ec4\u6307\u6807\uff0c\u5728\u524d\u51e0\u5929\u7f13\u6162\u4e0a\u5347\uff0c\u7b2c10\u5929\u5de6\u53f3\u51fa\u73b0\u5267\u70c8\u4e0b\u8dcc\uff0c\u7136\u540e\u8fdb\u5165\u9707\u8361\u671f\u3002\u201d \u8fd9\u6837\u7684\u9700\u6c42\u6781\u4e3a\u5e38\u89c1\uff0c\u5c24\u5176\u5728\u533b\u7597\u3001\u91d1\u878d\u3001\u8fd0\u8425\u7ba1\u7406\u7b49\u9700\u8981\u60c5\u666f\u6a21\u62df\u4e0e\u53ef\u63a7\u8bd5\u9a8c\u7684\u9886\u57df\u4e2d\u66f4\u4e3a\u666e\u904d\u3002<\/p>\n\n\n\n<p>\u4e3a\u6ee1\u8db3\u8fd9\u4e00\u7c7b\u6709\u610f\u56fe\u3001\u5c11\u6837\u672c\u7684\u573a\u666f\u9700\u6c42\uff0cTimeCraft \u5f15\u5165\u4e86\u81ea\u7136\u8bed\u8a00\u63a7\u5236\u80fd\u529b\uff0c\u5b9e\u73b0\u4e86\u57fa\u4e8e\u6587\u672c\u8f93\u5165\u7684\u65f6\u95f4\u5e8f\u5217\u5408\u6210\u65b9\u5f0f\u3002\u7528\u6237\u4e0d\u9700\u8981\u5177\u5907\u4efb\u4f55\u5efa\u6a21\u7ecf\u9a8c\uff0c\u4e5f\u4e0d\u9700\u8981\u624b\u52a8\u63d0\u4f9b\u6837\u672c\u6570\u636e\uff0c\u4ec5\u901a\u8fc7\u4e00\u6bb5\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\uff0c\u5c31\u80fd\u9a71\u52a8\u6a21\u578b\u751f\u6210\u7ed3\u6784\u5339\u914d\u3001\u903b\u8f91\u5408\u7406\u7684\u65f6\u95f4\u5e8f\u5217\u3002<\/p>\n\n\n\n<p>\u8fd9\u4e00\u80fd\u529b\u7684\u5b9e\u73b0\uff0c\u4f9d\u8d56\u4e8e\u7cfb\u7edf\u5728\u8bad\u7ec3\u9636\u6bb5\u5bf9\u201c\u6587\u672c\u2014\u65f6\u95f4\u5e8f\u5217\u201d\u4e4b\u95f4\u5173\u7cfb\u7684\u6df1\u5165\u5efa\u6a21\u3002\u4e3a\u4e86\u6784\u5efa\u9ad8\u8d28\u91cf\u7684\u8bad\u7ec3\u6570\u636e\uff0c<strong>TimeCraft \u8bbe\u8ba1\u4e86\u4e00\u5957\u591a\u9636\u6bb5\u7684\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\uff08multi-agent system\uff09\uff0c\u7528\u4e8e\u4ece\u65e0\u5230\u6709\u5730\u81ea\u52a8\u751f\u6210\u8bed\u4e49\u51c6\u786e\u3001\u7ed3\u6784\u4e30\u5bcc\u7684\u65f6\u95f4\u5e8f\u5217\u6587\u672c\u5bf9\u3002<\/strong>\u7cfb\u7edf\u9996\u5148\u4ece\u884c\u4e1a\u62a5\u544a\u3001\u5206\u6790\u6587\u6863\u7b49\u591a\u6e90\u6750\u6599\u4e2d\u62bd\u53d6\u901a\u7528\u7684\u63cf\u8ff0\u6a21\u677f\uff0c\u5e76\u7ed3\u5408\u5177\u4f53\u65f6\u95f4\u5e8f\u5217\u7684\u7edf\u8ba1\u7279\u5f81\u8fdb\u884c\u5185\u5bb9\u586b\u5145\uff0c\u751f\u6210\u7ed3\u6784\u5316\u7684\u6587\u672c\u63cf\u8ff0\u3002\u968f\u540e\uff0c\u53e6\u4e00\u7ec4\u667a\u80fd\u4f53\u4f1a\u5bf9\u8fd9\u4e9b\u6587\u672c\u8fdb\u884c\u81ea\u52a8\u8bc4\u4f30\u3001\u8bed\u8a00\u4f18\u5316\u4e0e\u8bed\u4e49\u9a8c\u8bc1\uff0c\u786e\u4fdd\u5176\u5bf9\u751f\u6210\u4efb\u52a1\u5177\u5907\u826f\u597d\u7684\u652f\u6301\u6027\u548c\u8986\u76d6\u6027\u3002\u901a\u8fc7\u8fd9\u4e00\u6d41\u7a0b\uff0c<strong>TimeCraft \u6784\u5efa\u4e86\u8986\u76d6\u591a\u9886\u57df\u3001\u591a\u98ce\u683c\u7684\u5927\u89c4\u6a21\u201c\u65f6\u95f4\u5e8f\u5217\u2013\u6587\u672c\u201d\u5bf9\u9f50\u6570\u636e\uff0c\u4e3a\u6a21\u578b\u5b66\u4e60\u8bed\u8a00\u4e0e\u65f6\u95f4\u7ed3\u6784\u4e4b\u95f4\u7684\u6620\u5c04\u5173\u7cfb\u63d0\u4f9b\u4e86\u575a\u5b9e\u57fa\u7840\u3002<\/strong><\/p>\n\n\n\n<p>\u5728\u63a8\u7406\u9636\u6bb5\uff0c\u7528\u6237\u53ea\u9700\u8f93\u5165\u4e00\u6bb5\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\uff0c\u4f8b\u5982\u201c\u8be5\u6307\u6807\u5728\u524d\u671f\u7f13\u6162\u4e0a\u5347\uff0c\u968f\u540e\u8fc5\u901f\u4e0b\u8dcc\u5e76\u8d8b\u4e8e\u5e73\u7a33\u201d\uff0cTimeCraft \u5373\u53ef\u5c06\u5176\u8f6c\u5316\u4e3a\u63a7\u5236\u5411\u91cf\uff0c\u5f15\u5bfc\u6269\u6563\u6a21\u578b\u5408\u6210\u7ed3\u6784\u5339\u914d\u7684\u65f6\u95f4\u5e8f\u5217\u3002\u8fd9\u79cd\u4ee5\u81ea\u7136\u8bed\u8a00\u9a71\u52a8\u7684\u751f\u6210\u65b9\u5f0f\uff0c\u663e\u8457\u964d\u4f4e\u4e86\u4f7f\u7528\u95e8\u69db\uff0c\u8ba9\u975e\u6280\u672f\u4e13\u4e1a\u7684\u7528\u6237\u4e5f\u80fd\u76f4\u89c2\u53c2\u4e0e\u5e8f\u5217\u751f\u6210\u8fc7\u7a0b\uff0c\u540c\u65f6\u4e3a\u6570\u636e\u5efa\u6a21\u63d0\u4f9b\u4e86\u66f4\u7075\u6d3b\u7684\u63a5\u53e3\uff0c\u5728\u6837\u672c\u7a00\u7f3a\u3001\u9700\u6c42\u591a\u53d8\u7684\u771f\u5b9e\u573a\u666f\u4e2d\u5c55\u73b0\u51fa\u5f3a\u5927\u6f5c\u529b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"570\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/05\/timecraft-3-1024x570.png\" alt=\"TimeCraft \u6587\u672c\u63a7\u5236\u6a21\u5757\uff0c\u5305\u62ec\uff1a\uff081\uff09\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\uff08Multi-agent System\uff09\uff0c\u7528\u4e8e\u751f\u6210\u9ad8\u8d28\u91cf\u7684\u6587\u672c-\u65f6\u95f4\u5e8f\u5217\u6570\u636e\uff1b\uff082\uff09\u6df7\u5408\u63a7\u5236\u6a21\u5757\uff0c\u7528\u4e8e\u5b9e\u73b0\u57fa\u4e8e\u6587\u672c\u7684\u65f6\u5e8f\u751f\u6210\u3002\" class=\"wp-image-1140304\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/05\/timecraft-3-1024x570.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/05\/timecraft-3-300x167.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/05\/timecraft-3-768x428.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/05\/timecraft-3-240x134.png 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/05\/timecraft-3.png 1164w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u56fe2\uff1aTimeCraft \u6587\u672c\u63a7\u5236\u6a21\u5757\uff0c\u5305\u62ec\uff1a\uff081\uff09\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\uff08Multi-agent System\uff09\uff0c\u7528\u4e8e\u751f\u6210\u9ad8\u8d28\u91cf\u7684\u6587\u672c-\u65f6\u95f4\u5e8f\u5217\u6570\u636e\uff1b\uff082\uff09\u6df7\u5408\u63a7\u5236\u6a21\u5757\uff0c\u7528\u4e8e\u5b9e\u73b0\u57fa\u4e8e\u6587\u672c\u7684\u65f6\u5e8f\u751f\u6210\u3002<\/figcaption><\/figure>\n\n\n\n<p>\u501f\u52a9\u81ea\u7136\u8bed\u8a00\u8f93\u5165\uff0cTimeCraft \u80fd\u591f\u6210\u4e3a\u8fde\u63a5\u4eba\u7c7b\u8ba4\u77e5\u4e0e\u673a\u5668\u751f\u6210\u4e4b\u95f4\u7684\u4e00\u5ea7\u6865\u6881\uff0c\u8ba9\u201c\u4e00\u53e5\u8bdd\u5b9a\u5236\u6570\u636e\u201d\u7684\u80fd\u529b\u771f\u6b63\u843d\u5730\u3002\u5728\u6570\u636e\u83b7\u53d6\u56f0\u96be\u3001\u6807\u7b7e\u6784\u5efa\u6210\u672c\u9ad8\u3001\u9700\u6c42\u5feb\u901f\u8fed\u4ee3\u7684\u4e1a\u52a1\u573a\u666f\u4e2d\uff0c\u8fd9\u79cd\u6587\u672c\u53ef\u63a7\u7684\u751f\u6210\u65b9\u5f0f\u6b63\u5c55\u73b0\u51fa\u8d8a\u6765\u8d8a\u5e7f\u9614\u7684\u5e94\u7528\u6f5c\u529b\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u4efb\u52a1\u611f\u77e5\u751f\u6210-\u4e0d\u4ec5-\u4ee5\u5047\u4e71\u771f-\u66f4\u80fd-\u52a9\u529b\u63d0\u5347\">\u4efb\u52a1\u611f\u77e5\u751f\u6210\uff1a\u4e0d\u4ec5\u201c\u4ee5\u5047\u4e71\u771f\u201d\uff0c\u66f4\u80fd\u201c\u52a9\u529b\u63d0\u5347\u201d<\/h2>\n\n\n\n<p>\u6570\u636e\u751f\u6210\u7684\u7ec8\u6781\u610f\u4e49\uff0c\u5728\u4e8e\u662f\u5426\u80fd\u591f\u771f\u6b63\u8d4b\u80fd\u4e0b\u6e38\u5e94\u7528\u3002\u73b0\u5b9e\u4e2d\u7684\u8bb8\u591a\u751f\u6210\u65b9\u6cd5\u867d\u7136\u5728\u5206\u5e03\u62df\u5408\u4e0a\u8868\u73b0\u826f\u597d\uff0c\u5374\u5ffd\u89c6\u4e86\u4e00\u4e2a\u5173\u952e\u95ee\u9898\u2014\u2014\u751f\u6210\u7684\u6570\u636e\u662f\u5426\u5bf9\u5177\u4f53\u4efb\u52a1\u201c\u6709\u7528\u201d\u3002<\/p>\n\n\n\n<p><strong>TimeCraft \u63d0\u51fa\u4e86\u4e00\u79cd\u9762\u5411\u4efb\u52a1\u4f18\u5316\u7684\u751f\u6210\u8303\u5f0f\uff0c\u5141\u8bb8\u4e0b\u6e38\u6a21\u578b\uff08\u5982\u5206\u7c7b\u5668\u3001\u9884\u6d4b\u5668\uff09\u76f4\u63a5\u53c2\u4e0e\u751f\u6210\u8fc7\u7a0b\u3002<\/strong>\u5728\u4f7f\u7528\u4e2d\uff0c\u7528\u6237\u53ef\u4ee5\u5c06\u4e00\u4e2a\u8bad\u7ec3\u597d\u7684\u4e0b\u6e38\u6a21\u578b\u63a5\u5165\u751f\u6210\u6d41\u7a0b\uff0cTimeCraft \u5219\u4f1a\u5229\u7528\u8be5\u6a21\u578b\u5728\u9a8c\u8bc1\u96c6\u6216\u76ee\u6807\u96c6\u4e0a\u7684\u53cd\u9988\u4fe1\u53f7\uff0c\u52a8\u6001\u8c03\u6574\u6269\u6563\u8fc7\u7a0b\u4e2d\u7684\u91c7\u6837\u8def\u5f84\uff0c\u5f15\u5bfc\u6a21\u578b\u5408\u6210\u5bf9\u4efb\u52a1\u6700\u5177\u5e2e\u52a9\u7684\u6837\u672c\u3002<\/p>\n\n\n\n<p>\u5177\u4f53\u800c\u8a00\uff0cTimeCraft \u5f15\u5165\u4e86\u5f71\u54cd\u529b\u51fd\u6570\uff08influence function\uff09\u4f5c\u4e3a\u6838\u5fc3\u6280\u672f\uff0c\u7528\u4e8e\u5ea6\u91cf\u6bcf\u4e00\u4e2a\u751f\u6210\u6837\u672c\u5bf9\u4e0b\u6e38\u4efb\u52a1\u6027\u80fd\u7684\u6f5c\u5728\u8d21\u732e\u3002\u5f71\u54cd\u51fd\u6570\u53ef\u4ee5\u4f30\u7b97\u201c\u5982\u679c\u4e00\u4e2a\u6837\u672c\u88ab\u52a0\u5165\u8bad\u7ec3\u96c6\uff0c\u6a21\u578b\u635f\u5931\u51fd\u6570\u5c06\u5982\u4f55\u53d8\u5316\u201d\uff0c\u4ece\u800c\u5224\u65ad\u8be5\u6837\u672c\u662f\u5426\u503c\u5f97\u751f\u6210\u3002\u57fa\u4e8e\u8fd9\u4e00\u4f30\u8ba1\uff0c\u7cfb\u7edf\u4f1a\u5728\u6bcf\u4e00\u6b65\u6269\u6563\u8fc7\u7a0b\u4e2d\u6ce8\u5165\u68af\u5ea6\u5f15\u5bfc\u4fe1\u53f7\uff0c\u4f7f\u91c7\u6837\u8f68\u8ff9\u671d\u66f4\u5177\u6b63\u9762\u5f71\u54cd\u7684\u6570\u636e\u533a\u57df\u504f\u79fb\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"415\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/05\/timecraft-4-1024x415.png\" alt=\"TimeCraft \u6846\u67b6\u4e2d influence function \u673a\u5236\u793a\u610f\u56fe\" class=\"wp-image-1140305\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/05\/timecraft-4-1024x415.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/05\/timecraft-4-300x122.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/05\/timecraft-4-768x312.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/05\/timecraft-4-240x97.png 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/05\/timecraft-4.png 1235w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u56fe3\uff1aTimeCraft \u6846\u67b6\u4e2d influence function \u673a\u5236\u793a\u610f\u56fe<\/figcaption><\/figure>\n\n\n\n<p>\u8fd9\u4e00\u673a\u5236\u7279\u522b\u9002\u7528\u4e8e\u6837\u672c\u5206\u5e03\u4e0d\u5747\u3001\u5173\u952e\u4e8b\u4ef6\u7a00\u7f3a\u7b49\u6311\u6218\u573a\u666f\u3002\u4f8b\u5982\u5728\u533b\u7597\u9884\u6d4b\u4efb\u52a1\u4e2d\uff0cTimeCraft \u80fd\u591f\u805a\u7126\u4e8e\u5bf9\u4e0b\u6e38\u6a21\u578b\u63d0\u5347\u6700\u5927\u7684\u5c11\u6570\u5173\u952e\u7ed3\u6784\uff0c\u901a\u8fc7\u4efb\u52a1\u611f\u77e5\u7684\u65b9\u5f0f\uff0c\u589e\u5f3a\u6a21\u578b\u5728\u5c11\u6837\u672c\u533a\u57df\u7684\u5b66\u4e60\u80fd\u529b\uff0c\u4ece\u800c\u63d0\u5347\u6574\u4f53\u7684\u9884\u6d4b\u8868\u73b0\u4e0e\u7a33\u5065\u6027\u3002<\/p>\n\n\n\n<p>\u4efb\u52a1\u611f\u77e5\u751f\u6210\u4e3a\u6570\u636e\u5408\u6210\u4ece\u201c\u88ab\u52a8\u4eff\u771f\u201d\u8fc8\u5411\u201c\u4e3b\u52a8\u589e\u5f3a\u201d\u63d0\u4f9b\u4e86\u53ef\u884c\u8def\u5f84\u3002\u5b83\u8ba9\u751f\u6210\u4e0d\u518d\u4ec5\u670d\u52a1\u4e8e\u62df\u5408\u6570\u636e\u5206\u5e03\uff0c\u800c\u662f\u56f4\u7ed5\u5b9e\u9645\u5e94\u7528\u76ee\u6807\u5c55\u5f00\uff0c\u5728\u66f4\u9ad8\u5c42\u6b21\u4e0a\u53d1\u6325\u6570\u636e\u751f\u6210\u6280\u672f\u7684\u6218\u7565\u4ef7\u503c\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u771f\u5b9e\u4e16\u754c\u4e3a\u672c-\u5f00\u6e90\u5171\u521b\u672a\u6765\">\u771f\u5b9e\u4e16\u754c\u4e3a\u672c\uff0c\u5f00\u6e90\u5171\u521b\u672a\u6765<\/h2>\n\n\n\n<p>TimeCraft \u4ece\u67b6\u6784\u8bbe\u8ba1\u4e4b\u521d\u5c31\u4ee5\u771f\u5b9e\u4e1a\u52a1\u4e3a\u6838\u5fc3\uff0c\u652f\u6301\u591a\u79cd\u8f93\u5165\u63a7\u5236\u65b9\u5f0f\uff0c\u5177\u5907\u826f\u597d\u7684\u573a\u666f\u9002\u5e94\u80fd\u529b\uff0c\u5e76\u80fd\u591f\u6839\u636e\u5177\u4f53\u4efb\u52a1\u7684\u53cd\u9988\u52a8\u6001\u4f18\u5316\u751f\u6210\u7ed3\u679c\u3002\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u5e0c\u671b\u901a\u8fc7 TimeCraft \u5207\u5b9e\u670d\u52a1\u4e8e\u6570\u636e\u7a00\u7f3a\u3001\u9690\u79c1\u654f\u611f\u3001\u91c7\u96c6\u6210\u672c\u9ad8\u6216\u5b9e\u9a8c\u98ce\u9669\u5927\u7684\u5404\u7c7b\u65f6\u95f4\u5e8f\u5217\u5e94\u7528\uff0c<strong>\u63d0\u4f9b\u4e00\u4e2a\u771f\u6b63\u53ef\u63a7\u3001\u53ef\u7528\u3001\u53ef\u6269\u5c55\u7684\u751f\u6210\u5f0f\u89e3\u51b3\u65b9\u6848<\/strong>\uff0c\u63a8\u52a8\u9ad8\u8d28\u91cf\u5408\u6210\u6570\u636e\u5728\u66f4\u591a\u5b9e\u9645\u573a\u666f\u4e2d\u843d\u5730\u751f\u6839\u3002<\/p>\n\n\n\n<p><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/github.com\/microsoft\/TimeCraft\">TimeCraft \u5df2\u6b63\u5f0f\u5f00\u6e90<span class=\"sr-only\"> (opens in new tab)<\/span><\/a>\uff0c\u6b22\u8fce\u5e7f\u5927\u5f00\u53d1\u8005\u3001\u7814\u7a76\u8005\u548c\u4e1a\u52a1\u4f19\u4f34\u8bbf\u95ee\u3001\u8bd5\u7528\u4e0e\u8d21\u732e\u3002<\/p>\n\n\n\n<p><\/p>\n\n\n\n<p>\u76f8\u5173\u8bba\u6587\u94fe\u63a5\uff1a<\/p>\n\n\n\n<p>\u8de8\u57df\u751f\u6210<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><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\/2501.05403\">TimeDP: Learning to Generate Multi-Domain Time Series with Domain Prompts, AAAI 2025<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/li>\n<\/ul>\n\n\n\n<p>\u53ef\u63a7\u6027<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><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\/2503.02445\">BRIDGE: Bootstrapping Text to Control Time-Series Generation via Multi-Agent Iterative Optimization and Diffusion Modelling, ICML 2025<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/li>\n<\/ul>\n\n\n\n<p>\u9002\u5e94\u6027<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><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\/2504.17613\">TarDiff: Target-Oriented Diffusion Guidance for Synthetic Electronic Health Record Time Series Generation, KDD 2025<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/li>\n<\/ul>\n\n\n\n<p>\u901a\u7528\u65f6\u5e8f\u6280\u672f<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><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\/2403.05751\">MG-TSD: Multi-granularity Time Series Diffusion Models with Guided Learning Process, ICLR 2024<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li><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\/2412.20810\">TimeRAF: Retrieval-Augmented Foundation model for Zero-shot Time Series Forecasting<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/li>\n\n\n\n<li><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\/2412.08480\">InvDiff: Invariant Guidance for Bias Mitigation in Diffusion Models, KDD 2025<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/li>\n<\/ul>\n\n\n\n<p>\u91d1\u878d\u5e94\u7528<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><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\/2408.12991\">Controllable Financial Market Generation with Diffusion Guided Meta Agent<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/li>\n\n\n\n<li><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\/2409.07486\">MarS: a Financial Market Simulation Engine Powered by Generative Foundation Model, ICLR 2025<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>\u7f16\u8005\u6309\uff1a\u5728\u4ea7\u4e1a\u667a\u80fd\u5316\u52a0\u901f\u53d1\u5c55\u7684\u5f53\u4e0b\uff0c\u65f6\u95f4\u5e8f\u5217\u6570\u636e\u5df2\u7136\u6210\u4e3a\u667a\u80fd\u51b3\u7b56\u7cfb\u7edf\u7684\u5173\u952e\u57fa\u77f3\u3002\u7136\u800c\uff0c\u4f20\u7edf\u7684\u65f6\u95f4\u5e8f\u5217\u751f\u6210\u6a21\u578b\u5f80\u5f80\u96be\u4ee5\u5e94\u5bf9\u8de8\u9886\u57df\u3001\u8de8\u98ce\u683c\u7684\u6570\u636e\u9700\u6c42\uff0c\u4e14\u751f\u6210\u7684\u6570\u636e\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\u7f3a\u4e4f\u53ef\u63a7\u6027\u548c\u5b9e\u7528\u6027\u3002 \u4e3a\u89e3\u51b3\u8fd9\u4e9b\u75db\u70b9\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u63a8\u51fa\u5f00\u6e90\u6846\u67b6 TimeCraft\uff0c\u878d\u5408\u591a\u9879\u7814\u7a76\u6210\u679c\uff0c\u901a\u8fc7\u8de8\u57df\u6cdb\u5316\u3001\u81ea\u7136\u8bed\u8a00\u63a7\u5236\u4e0e\u4efb\u52a1\u611f\u77e5\u7b49\u521b\u65b0\u6280\u672f\uff0c\u52a9\u529b\u65f6\u95f4\u5e8f\u5217\u751f\u6210\u4efb\u52a1\u4ece\u7ed3\u6784\u7406\u89e3\u5230\u4efb\u52a1\u5bf9\u9f50\u7684\u5168\u6d41\u7a0b\u80fd\u529b\u5efa\u8bbe\u3002TimeCraft \u7684\u63a8\u51fa\u4e3a\u4ea7\u4e1a\u667a\u80fd\u5316\u8f6c\u578b\u63d0\u4f9b\u4e86\u4e00\u4e2a\u771f\u6b63\u53ef\u63a7\u3001\u53ef\u7528\u3001\u53ef\u6269\u5c55\u7684\u65f6\u95f4\u5e8f\u5217\u6570\u636e\u751f\u6210\u89e3\u51b3\u65b9\u6848\uff0c\u6781\u5927\u5730\u63a8\u52a8\u4e86\u5408\u6210\u6570\u636e\u5728\u5404\u4e2a\u884c\u4e1a\u4e2d\u7684\u6df1\u5ea6\u5e94\u7528\u4e0e\u843d\u5730\u3002 \u5728\u4eba\u5de5\u667a\u80fd\u5168\u9762\u8d4b\u80fd\u4ea7\u4e1a\u7684\u6d6a\u6f6e\u4e0b\uff0c\u65f6\u95f4\u5e8f\u5217\u6570\u636e\u5df2\u7ecf\u6210\u4e3a\u652f\u6491\u667a\u80fd\u51b3\u7b56\u7cfb\u7edf\u7684\u6838\u5fc3\u8d44\u6e90\u3002\u4ece\u533b\u7597\u76d1\u6d4b\u5230\u91d1\u878d\u98ce\u63a7\uff0c\u4ece\u4ea4\u901a\u8c03\u5ea6\u5230\u80fd\u6e90\u7ba1\u7406\uff0c\u8d8a\u6765\u8d8a\u591a\u7684\u5173\u952e\u4e1a\u52a1\u90fd\u4f9d\u8d56\u4e8e\u5bf9\u65f6\u95f4\u5e8f\u5217\u7684\u5efa\u6a21\u548c\u7406\u89e3\u3002\u4e0e\u6b64\u540c\u65f6\uff0c\u65f6\u95f4\u5e8f\u5217\u751f\u6210\u6280\u672f\u4e5f\u65e5\u76ca\u53d7\u5230\u4e1a\u754c\u7684\u91cd\u89c6\uff0c\u4e3a\u89e3\u51b3\u6570\u636e\u7a00\u7f3a\u3001\u9690\u79c1\u4fdd\u62a4\u548c\u573a\u666f\u6a21\u62df\u7b49\u5b9e\u9645\u75db\u70b9\u63d0\u4f9b\u521b\u65b0\u89e3\u51b3\u65b9\u6848\u3002 \u7136\u800c\uff0c\u73b0\u5b9e\u5de5\u4e1a\u9700\u6c42\u8fdc\u6bd4\u4f20\u7edf\u7684\u751f\u6210\u4efb\u52a1\u66f4\u4e3a\u590d\u6742\u3002\u4e00\u4e2a\u771f\u6b63\u5b9e\u7528\u7684\u65f6\u95f4\u5e8f\u5217\u751f\u6210\u6a21\u578b\uff0c\u4e0d\u4ec5\u8981\u80fd\u591f\u5e94\u5bf9\u8de8\u9886\u57df\u3001\u8de8\u98ce\u683c\u7684\u6570\u636e\uff0c\u8fd8\u9700\u8981\u5728\u751f\u6210\u8fc7\u7a0b\u4e2d\u5177\u6709\u9ad8\u5ea6\u53ef\u63a7\u6027\uff0c\u5141\u8bb8\u7528\u6237\u81ea\u5b9a\u4e49\u8d8b\u52bf\u3001\u5468\u671f\u3001\u6ce2\u52a8\u7b49\u7279\u5f81\u3002\u66f4\u8fdb\u4e00\u6b65\uff0c\u751f\u6210\u7684\u6570\u636e\u8fd8\u5fc5\u987b\u670d\u52a1\u4e8e\u5b9e\u9645\u4e1a\u52a1\u76ee\u6807\uff0c\u80fd\u591f\u771f\u6b63\u63d0\u5347\u4e0b\u6e38\u6a21\u578b\u7684\u6548\u679c\uff0c\u800c\u4e0d\u53ea\u662f\u201c\u770b\u8d77\u6765\u5408\u7406\u201d \u2014\u2014\u4e0d\u4ec5\u8981\u201c\u50cf\u201d\uff0c\u66f4\u8981\u201c\u6709\u7528\u201d\u3002 \u4e3a\u7834\u89e3\u8fd9\u4e9b\u96be\u9898\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u63a8\u51fa\u4e86\u4e13\u4e3a\u771f\u5b9e\u4e16\u754c\u8bbe\u8ba1\u7684\u3001\u57fa\u4e8e\u6269\u6563\u6a21\u578b\u7684\u901a\u7528\u65f6\u95f4\u5e8f\u5217\u751f\u6210\u5f00\u6e90\u6846\u67b6 TimeCraft (opens in new tab)\u3002TimeCraft \u878d\u5408\u4e86\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u8fd1\u5e74\u6765\u591a\u9879\u65f6\u95f4\u5e8f\u5217\u751f\u6210\u7684\u521b\u65b0\u7814\u7a76\u6210\u679c\uff0c\u96c6\u8de8\u57df\u6cdb\u5316\u3001\u6587\u672c\u63a7\u5236\u4e0e\u4efb\u52a1\u611f\u77e5\u4e8e\u4e00\u4f53\uff0c\u53ef\u63d0\u4f9b\u4ece\u7ed3\u6784\u7406\u89e3\u5230\u4efb\u52a1\u5bf9\u9f50\u7684\u5168\u6d41\u7a0b\u80fd\u529b\uff0c\u81f4\u529b\u4e8e\u6210\u4e3a\u884c\u4e1a\u7ea7\u5408\u6210\u6570\u636e\u7684\u201c\u767e\u5b9d\u7bb1\u201d\u3002 TimeCraft \u652f\u6301\u9ad8\u5ea6\u7075\u6d3b\u7684\u63a8\u7406\u63a5\u53e3\uff0c\u80fd\u591f\u5145\u5206\u7406\u89e3\u5e76\u54cd\u5e94\u7528\u6237\u5bf9\u751f\u6210\u6570\u636e\u7684\u591a\u7ef4\u5ea6\u8981\u6c42\u3002\u7528\u6237\u53ef\u4ee5\u901a\u8fc7\u4e09\u79cd\u65b9\u5f0f\u63d0\u4f9b\u63a7\u5236\u4fe1\u53f7\uff1a \u8fd9\u4e09\u79cd\u63a7\u5236\u65b9\u5f0f\u65e2\u53ef\u72ec\u7acb\u4f7f\u7528\uff0c\u4e5f\u53ef\u7075\u6d3b\u7ec4\u5408\uff0c\u8ba9 TimeCraft \u5728\u591a\u6837\u5316\u573a\u666f\u4e0b\u5b9e\u73b0\u9ad8\u8d28\u91cf\u3001\u9ad8\u9002\u5e94\u6027\u3001\u4efb\u52a1\u5bfc\u5411\u7684\u6570\u636e\u5408\u6210\u3002 \u5728\u73b0\u5b9e\u5e94\u7528\u4e2d\uff0c\u4e0d\u540c\u884c\u4e1a\u7684\u65f6\u95f4\u5e8f\u5217\u6570\u636e\u5448\u73b0\u51fa\u622a\u7136\u4e0d\u540c\u7684\u7ed3\u6784\u7279\u5f81\u3002\u65e0\u8bba\u662f\u7535\u529b\u7cfb\u7edf\u4e2d\u7684\u8d1f\u8377\u66f2\u7ebf\uff0c\u533b\u9662\u76d1\u6d4b\u4e2d\u7684\u5fc3\u7387\u6ce2\u52a8\uff0c\u8fd8\u662f\u91d1\u878d\u5e02\u573a\u4e2d\u7684\u4ef7\u683c\u53d8\u52a8\uff0c\u80cc\u540e\u7684\u65f6\u95f4\u6a21\u5f0f\u901a\u5e38\u98ce\u683c\u5404\u5f02\u3001\u53d8\u5316\u591a\u7aef\u3002\u9762\u5bf9\u4e0d\u7528\u573a\u666f\u4e0b\u65f6\u95f4\u5e8f\u5217\u7684\u9ad8\u5ea6\u5f02\u6784\u6027\uff0c\u4f20\u7edf\u751f\u6210\u6a21\u578b\u5f80\u5f80\u53ea\u80fd\u201c\u4e13\u624d\u201d\u96be\u4ee5\u201c\u901a\u624d\u201d\uff0c\u8fc1\u79fb\u80fd\u529b\u6709\u9650\u3002 \u5bf9\u6b64\uff0c\u7814\u7a76\u5458\u4eec\u63d0\u51fa\u4e86\u4e00\u79cd\u7edf\u4e00\u5efa\u6a21\u7684\u8de8\u57df\u751f\u6210\u673a\u5236\uff0c\u5728 TimeCraft \u5185\u90e8\u6784\u5efa\u4e00\u7ec4\u5171\u4eab\u7684\u65f6\u95f4\u5e8f\u5217\u8bed\u4e49\u539f\u578b\uff08prototype\uff09\uff0c\u4f5c\u4e3a\u901a\u7528\u7684\u65f6\u95f4\u7ed3\u6784\u8bcd\u8868\uff0c\u53ef\u4ee5\u5982\u642d\u79ef\u6728\u822c\u5728\u4e0d\u540c\u9886\u57df\u95f4\u7ec4\u5408\u4f7f\u7528\u3002 \u7528\u6237\u5728\u63a8\u7406\u9636\u6bb5\u53ea\u9700\u63d0\u4f9b\u76ee\u6807\u9886\u57df\u7684\u5c11\u91cf\u793a\u4f8b\u5e8f\u5217\uff0cTimeCraft \u5373\u53ef\u901a\u8fc7\u539f\u578b\u5206\u914d\u6a21\u5757\uff08Prototype Assignment Module, PAM\uff09\u81ea\u52a8\u63d0\u53d6\u7ed3\u6784\u7279\u5f81\uff0c\u5e76\u5c06\u5176\u6620\u5c04\u5230\u8bed\u4e49\u539f\u578b\u7a7a\u95f4\u4e2d\uff0c\u8ba1\u7b97\u51fa\u539f\u578b\u7ec4\u5408\u7684\u6743\u91cd\u3002\u7531\u6b64\u751f\u6210\u7684\u9886\u57df\u63d0\u793a\u5411\u91cf\uff08domain prompt\uff09\u5c06\u4f5c\u4e3a\u6761\u4ef6\u8f93\u5165\uff0c\u5f15\u5bfc\u6269\u6563\u6a21\u578b\u5408\u6210\u4e0e\u76ee\u6807\u98ce\u683c\u4e00\u81f4\u7684\u65b0\u65f6\u95f4\u5e8f\u5217\u3002 \u51ed\u501f\u8fd9\u4e00\u673a\u5236\uff0cTimeCraft \u65e0\u9700\u4f9d\u8d56\u9886\u57df\u6807\u7b7e\uff0c\u4e5f\u65e0\u9700\u9488\u5bf9\u6bcf\u4e2a\u65b0\u573a\u666f\u8fdb\u884c\u989d\u5916\u8bad\u7ec3\uff0c\u53ef\u4ee5\u5728\u591a\u79cd\u590d\u6742\u5e94\u7528\u4e2d\u5feb\u901f\u9002\u914d\uff0c\u5e76\u5728\u7535\u529b\u3001\u533b\u7597\u3001\u91d1\u878d\u3001\u4ea4\u901a\u7b49\u591a\u4e2a\u5173\u952e\u9886\u57df\u5b9e\u73b0\u4f18\u5f02\u7684\u8de8\u57df\u6cdb\u5316\u548c\u7ed3\u6784\u8fc1\u79fb\u80fd\u529b\uff0c\u771f\u6b63\u505a\u5230\u201c\u89c1\u591a\u8bc6\u5e7f\u3001\u5feb\u901f\u4e0a\u624b\u201d\u3002 \u70b9\u51fb\u94fe\u63a5\uff0c\u4e86\u89e3\u66f4\u591a\u5173\u4e8e\u8de8\u57df\u6cdb\u5316\u7684\u7814\u7a76 TimeDP\u3002 \u5728\u8bb8\u591a\u771f\u5b9e\u4e16\u754c\u573a\u666f\u4e2d\uff0c\u4e1a\u52a1\u4eba\u5458\u5e38\u5e38\u6e05\u695a\u60f3\u8981\u4ec0\u4e48\u6837\u7684\u6570\u636e\u5f62\u6001\uff0c\u5374\u82e6\u4e8e\u7f3a\u4e4f\u5145\u8db3\u7684\u5386\u53f2\u6837\u672c\u3002\u6bd4\u5982\uff0c\u201c\u6211\u60f3\u8981\u4e00\u7ec4\u6307\u6807\uff0c\u5728\u524d\u51e0\u5929\u7f13\u6162\u4e0a\u5347\uff0c\u7b2c10\u5929\u5de6\u53f3\u51fa\u73b0\u5267\u70c8\u4e0b\u8dcc\uff0c\u7136\u540e\u8fdb\u5165\u9707\u8361\u671f\u3002\u201d \u8fd9\u6837\u7684\u9700\u6c42\u6781\u4e3a\u5e38\u89c1\uff0c\u5c24\u5176\u5728\u533b\u7597\u3001\u91d1\u878d\u3001\u8fd0\u8425\u7ba1\u7406\u7b49\u9700\u8981\u60c5\u666f\u6a21\u62df\u4e0e\u53ef\u63a7\u8bd5\u9a8c\u7684\u9886\u57df\u4e2d\u66f4\u4e3a\u666e\u904d\u3002 \u4e3a\u6ee1\u8db3\u8fd9\u4e00\u7c7b\u6709\u610f\u56fe\u3001\u5c11\u6837\u672c\u7684\u573a\u666f\u9700\u6c42\uff0cTimeCraft \u5f15\u5165\u4e86\u81ea\u7136\u8bed\u8a00\u63a7\u5236\u80fd\u529b\uff0c\u5b9e\u73b0\u4e86\u57fa\u4e8e\u6587\u672c\u8f93\u5165\u7684\u65f6\u95f4\u5e8f\u5217\u5408\u6210\u65b9\u5f0f\u3002\u7528\u6237\u4e0d\u9700\u8981\u5177\u5907\u4efb\u4f55\u5efa\u6a21\u7ecf\u9a8c\uff0c\u4e5f\u4e0d\u9700\u8981\u624b\u52a8\u63d0\u4f9b\u6837\u672c\u6570\u636e\uff0c\u4ec5\u901a\u8fc7\u4e00\u6bb5\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\uff0c\u5c31\u80fd\u9a71\u52a8\u6a21\u578b\u751f\u6210\u7ed3\u6784\u5339\u914d\u3001\u903b\u8f91\u5408\u7406\u7684\u65f6\u95f4\u5e8f\u5217\u3002 \u8fd9\u4e00\u80fd\u529b\u7684\u5b9e\u73b0\uff0c\u4f9d\u8d56\u4e8e\u7cfb\u7edf\u5728\u8bad\u7ec3\u9636\u6bb5\u5bf9\u201c\u6587\u672c\u2014\u65f6\u95f4\u5e8f\u5217\u201d\u4e4b\u95f4\u5173\u7cfb\u7684\u6df1\u5165\u5efa\u6a21\u3002\u4e3a\u4e86\u6784\u5efa\u9ad8\u8d28\u91cf\u7684\u8bad\u7ec3\u6570\u636e\uff0cTimeCraft \u8bbe\u8ba1\u4e86\u4e00\u5957\u591a\u9636\u6bb5\u7684\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\uff08multi-agent system\uff09\uff0c\u7528\u4e8e\u4ece\u65e0\u5230\u6709\u5730\u81ea\u52a8\u751f\u6210\u8bed\u4e49\u51c6\u786e\u3001\u7ed3\u6784\u4e30\u5bcc\u7684\u65f6\u95f4\u5e8f\u5217\u6587\u672c\u5bf9\u3002\u7cfb\u7edf\u9996\u5148\u4ece\u884c\u4e1a\u62a5\u544a\u3001\u5206\u6790\u6587\u6863\u7b49\u591a\u6e90\u6750\u6599\u4e2d\u62bd\u53d6\u901a\u7528\u7684\u63cf\u8ff0\u6a21\u677f\uff0c\u5e76\u7ed3\u5408\u5177\u4f53\u65f6\u95f4\u5e8f\u5217\u7684\u7edf\u8ba1\u7279\u5f81\u8fdb\u884c\u5185\u5bb9\u586b\u5145\uff0c\u751f\u6210\u7ed3\u6784\u5316\u7684\u6587\u672c\u63cf\u8ff0\u3002\u968f\u540e\uff0c\u53e6\u4e00\u7ec4\u667a\u80fd\u4f53\u4f1a\u5bf9\u8fd9\u4e9b\u6587\u672c\u8fdb\u884c\u81ea\u52a8\u8bc4\u4f30\u3001\u8bed\u8a00\u4f18\u5316\u4e0e\u8bed\u4e49\u9a8c\u8bc1\uff0c\u786e\u4fdd\u5176\u5bf9\u751f\u6210\u4efb\u52a1\u5177\u5907\u826f\u597d\u7684\u652f\u6301\u6027\u548c\u8986\u76d6\u6027\u3002\u901a\u8fc7\u8fd9\u4e00\u6d41\u7a0b\uff0cTimeCraft \u6784\u5efa\u4e86\u8986\u76d6\u591a\u9886\u57df\u3001\u591a\u98ce\u683c\u7684\u5927\u89c4\u6a21\u201c\u65f6\u95f4\u5e8f\u5217\u2013\u6587\u672c\u201d\u5bf9\u9f50\u6570\u636e\uff0c\u4e3a\u6a21\u578b\u5b66\u4e60\u8bed\u8a00\u4e0e\u65f6\u95f4\u7ed3\u6784\u4e4b\u95f4\u7684\u6620\u5c04\u5173\u7cfb\u63d0\u4f9b\u4e86\u575a\u5b9e\u57fa\u7840\u3002 \u5728\u63a8\u7406\u9636\u6bb5\uff0c\u7528\u6237\u53ea\u9700\u8f93\u5165\u4e00\u6bb5\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\uff0c\u4f8b\u5982\u201c\u8be5\u6307\u6807\u5728\u524d\u671f\u7f13\u6162\u4e0a\u5347\uff0c\u968f\u540e\u8fc5\u901f\u4e0b\u8dcc\u5e76\u8d8b\u4e8e\u5e73\u7a33\u201d\uff0cTimeCraft \u5373\u53ef\u5c06\u5176\u8f6c\u5316\u4e3a\u63a7\u5236\u5411\u91cf\uff0c\u5f15\u5bfc\u6269\u6563\u6a21\u578b\u5408\u6210\u7ed3\u6784\u5339\u914d\u7684\u65f6\u95f4\u5e8f\u5217\u3002\u8fd9\u79cd\u4ee5\u81ea\u7136\u8bed\u8a00\u9a71\u52a8\u7684\u751f\u6210\u65b9\u5f0f\uff0c\u663e\u8457\u964d\u4f4e\u4e86\u4f7f\u7528\u95e8\u69db\uff0c\u8ba9\u975e\u6280\u672f\u4e13\u4e1a\u7684\u7528\u6237\u4e5f\u80fd\u76f4\u89c2\u53c2\u4e0e\u5e8f\u5217\u751f\u6210\u8fc7\u7a0b\uff0c\u540c\u65f6\u4e3a\u6570\u636e\u5efa\u6a21\u63d0\u4f9b\u4e86\u66f4\u7075\u6d3b\u7684\u63a5\u53e3\uff0c\u5728\u6837\u672c\u7a00\u7f3a\u3001\u9700\u6c42\u591a\u53d8\u7684\u771f\u5b9e\u573a\u666f\u4e2d\u5c55\u73b0\u51fa\u5f3a\u5927\u6f5c\u529b\u3002 \u501f\u52a9\u81ea\u7136\u8bed\u8a00\u8f93\u5165\uff0cTimeCraft \u80fd\u591f\u6210\u4e3a\u8fde\u63a5\u4eba\u7c7b\u8ba4\u77e5\u4e0e\u673a\u5668\u751f\u6210\u4e4b\u95f4\u7684\u4e00\u5ea7\u6865\u6881\uff0c\u8ba9\u201c\u4e00\u53e5\u8bdd\u5b9a\u5236\u6570\u636e\u201d\u7684\u80fd\u529b\u771f\u6b63\u843d\u5730\u3002\u5728\u6570\u636e\u83b7\u53d6\u56f0\u96be\u3001\u6807\u7b7e\u6784\u5efa\u6210\u672c\u9ad8\u3001\u9700\u6c42\u5feb\u901f\u8fed\u4ee3\u7684\u4e1a\u52a1\u573a\u666f\u4e2d\uff0c\u8fd9\u79cd\u6587\u672c\u53ef\u63a7\u7684\u751f\u6210\u65b9\u5f0f\u6b63\u5c55\u73b0\u51fa\u8d8a\u6765\u8d8a\u5e7f\u9614\u7684\u5e94\u7528\u6f5c\u529b\u3002 \u6570\u636e\u751f\u6210\u7684\u7ec8\u6781\u610f\u4e49\uff0c\u5728\u4e8e\u662f\u5426\u80fd\u591f\u771f\u6b63\u8d4b\u80fd\u4e0b\u6e38\u5e94\u7528\u3002\u73b0\u5b9e\u4e2d\u7684\u8bb8\u591a\u751f\u6210\u65b9\u6cd5\u867d\u7136\u5728\u5206\u5e03\u62df\u5408\u4e0a\u8868\u73b0\u826f\u597d\uff0c\u5374\u5ffd\u89c6\u4e86\u4e00\u4e2a\u5173\u952e\u95ee\u9898\u2014\u2014\u751f\u6210\u7684\u6570\u636e\u662f\u5426\u5bf9\u5177\u4f53\u4efb\u52a1\u201c\u6709\u7528\u201d\u3002 TimeCraft \u63d0\u51fa\u4e86\u4e00\u79cd\u9762\u5411\u4efb\u52a1\u4f18\u5316\u7684\u751f\u6210\u8303\u5f0f\uff0c\u5141\u8bb8\u4e0b\u6e38\u6a21\u578b\uff08\u5982\u5206\u7c7b\u5668\u3001\u9884\u6d4b\u5668\uff09\u76f4\u63a5\u53c2\u4e0e\u751f\u6210\u8fc7\u7a0b\u3002\u5728\u4f7f\u7528\u4e2d\uff0c\u7528\u6237\u53ef\u4ee5\u5c06\u4e00\u4e2a\u8bad\u7ec3\u597d\u7684\u4e0b\u6e38\u6a21\u578b\u63a5\u5165\u751f\u6210\u6d41\u7a0b\uff0cTimeCraft \u5219\u4f1a\u5229\u7528\u8be5\u6a21\u578b\u5728\u9a8c\u8bc1\u96c6\u6216\u76ee\u6807\u96c6\u4e0a\u7684\u53cd\u9988\u4fe1\u53f7\uff0c\u52a8\u6001\u8c03\u6574\u6269\u6563\u8fc7\u7a0b\u4e2d\u7684\u91c7\u6837\u8def\u5f84\uff0c\u5f15\u5bfc\u6a21\u578b\u5408\u6210\u5bf9\u4efb\u52a1\u6700\u5177\u5e2e\u52a9\u7684\u6837\u672c\u3002 \u5177\u4f53\u800c\u8a00\uff0cTimeCraft \u5f15\u5165\u4e86\u5f71\u54cd\u529b\u51fd\u6570\uff08influence function\uff09\u4f5c\u4e3a\u6838\u5fc3\u6280\u672f\uff0c\u7528\u4e8e\u5ea6\u91cf\u6bcf\u4e00\u4e2a\u751f\u6210\u6837\u672c\u5bf9\u4e0b\u6e38\u4efb\u52a1\u6027\u80fd\u7684\u6f5c\u5728\u8d21\u732e\u3002\u5f71\u54cd\u51fd\u6570\u53ef\u4ee5\u4f30\u7b97\u201c\u5982\u679c\u4e00\u4e2a\u6837\u672c\u88ab\u52a0\u5165\u8bad\u7ec3\u96c6\uff0c\u6a21\u578b\u635f\u5931\u51fd\u6570\u5c06\u5982\u4f55\u53d8\u5316\u201d\uff0c\u4ece\u800c\u5224\u65ad\u8be5\u6837\u672c\u662f\u5426\u503c\u5f97\u751f\u6210\u3002\u57fa\u4e8e\u8fd9\u4e00\u4f30\u8ba1\uff0c\u7cfb\u7edf\u4f1a\u5728\u6bcf\u4e00\u6b65\u6269\u6563\u8fc7\u7a0b\u4e2d\u6ce8\u5165\u68af\u5ea6\u5f15\u5bfc\u4fe1\u53f7\uff0c\u4f7f\u91c7\u6837\u8f68\u8ff9\u671d\u66f4\u5177\u6b63\u9762\u5f71\u54cd\u7684\u6570\u636e\u533a\u57df\u504f\u79fb\u3002 \u8fd9\u4e00\u673a\u5236\u7279\u522b\u9002\u7528\u4e8e\u6837\u672c\u5206\u5e03\u4e0d\u5747\u3001\u5173\u952e\u4e8b\u4ef6\u7a00\u7f3a\u7b49\u6311\u6218\u573a\u666f\u3002\u4f8b\u5982\u5728\u533b\u7597\u9884\u6d4b\u4efb\u52a1\u4e2d\uff0cTimeCraft \u80fd\u591f\u805a\u7126\u4e8e\u5bf9\u4e0b\u6e38\u6a21\u578b\u63d0\u5347\u6700\u5927\u7684\u5c11\u6570\u5173\u952e\u7ed3\u6784\uff0c\u901a\u8fc7\u4efb\u52a1\u611f\u77e5\u7684\u65b9\u5f0f\uff0c\u589e\u5f3a\u6a21\u578b\u5728\u5c11\u6837\u672c\u533a\u57df\u7684\u5b66\u4e60\u80fd\u529b\uff0c\u4ece\u800c\u63d0\u5347\u6574\u4f53\u7684\u9884\u6d4b\u8868\u73b0\u4e0e\u7a33\u5065\u6027\u3002 \u4efb\u52a1\u611f\u77e5\u751f\u6210\u4e3a\u6570\u636e\u5408\u6210\u4ece\u201c\u88ab\u52a8\u4eff\u771f\u201d\u8fc8\u5411\u201c\u4e3b\u52a8\u589e\u5f3a\u201d\u63d0\u4f9b\u4e86\u53ef\u884c\u8def\u5f84\u3002\u5b83\u8ba9\u751f\u6210\u4e0d\u518d\u4ec5\u670d\u52a1\u4e8e\u62df\u5408\u6570\u636e\u5206\u5e03\uff0c\u800c\u662f\u56f4\u7ed5\u5b9e\u9645\u5e94\u7528\u76ee\u6807\u5c55\u5f00\uff0c\u5728\u66f4\u9ad8\u5c42\u6b21\u4e0a\u53d1\u6325\u6570\u636e\u751f\u6210\u6280\u672f\u7684\u6218\u7565\u4ef7\u503c\u3002 [&hellip;]<\/p>\n","protected":false},"author":34512,"featured_media":1140307,"template":"","meta":{"msr-url-field":"","msr-podcast-episode":"","msrModifiedDate":"","msrModifiedDateEnabled":false,"ep_exclude_from_search":false,"_classifai_error":"","msr-content-parent":1012650,"msr_hide_image_in_river":null,"footnotes":""},"research-area":[13556],"msr-locale":[268881],"msr-post-option":[],"class_list":["post-1140301","msr-blog-post","type-msr-blog-post","status-publish","has-post-thumbnail","hentry","msr-research-area-artificial-intelligence","msr-locale-zh_cn"],"msr_assoc_parent":{"id":1012650,"type":"lab"},"_links":{"self":[{"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-blog-post\/1140301","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-blog-post"}],"about":[{"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/types\/msr-blog-post"}],"author":[{"embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/users\/34512"}],"version-history":[{"count":4,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-blog-post\/1140301\/revisions"}],"predecessor-version":[{"id":1140310,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-blog-post\/1140301\/revisions\/1140310"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/media\/1140307"}],"wp:attachment":[{"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/media?parent=1140301"}],"wp:term":[{"taxonomy":"msr-research-area","embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/research-area?post=1140301"},{"taxonomy":"msr-locale","embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-locale?post=1140301"},{"taxonomy":"msr-post-option","embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-post-option?post=1140301"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}