\u5f53\u56db\u5e74\u524d Yann LeCun \u63d0\u51fa\u8054\u5408\u5d4c\u5165\u9884\u6d4b\u67b6\u6784\uff08JEPA\uff09\u65f6\uff0c\u5b66\u754c\u66f4\u591a\u5c06\u5176\u89c6\u4e3a\u5bf9\u81ea\u76d1\u7763\u5b66\u4e60\u548c\u4e16\u754c\u6a21\u578b\u7684\u4e00\u6b21\u7406\u8bba\u91cd\u6784\u3002\u5982\u4eca\uff0c\u4e00\u4e2a\u4e2d\u56fd\u7814\u7a76\u56e2\u961f\u9996\u6b21\u5c06\u8fd9\u5957\u539f\u672c\u4e3a\u7406\u89e3\u4e16\u754c\u800c\u751f\u7684\u67b6\u6784\uff0c\u5f15\u5165\u5230\u5355\u7ec6\u80de\u5c42\u9762\u2014\u2014\u8ba9 AI \u50cf\u7406\u89e3\u7269\u7406\u4e16\u754c\u4e00\u6837\uff0c\u53bb\u7406\u89e3\u4e00\u9897\u7ec6\u80de\u5185\u90e8\u7684\u52a8\u6001\u4e0e\u51b3\u7b56\u673a\u5236\u3002\u8fd9\u6807\u5fd7\u7740\u201c\u4e16\u754c\u6a21\u578b\u201d\u6b63\u4ece\u5b8f\u89c2\u8d70\u5411\u5fae\u89c2\uff0c\u4ece\u56fe\u50cf\u3001\u89c6\u9891\u8d70\u5411\u6d3b\u4f53\u7ec6\u80de\u3002<\/p>\n
## \u4ece\u201c\u7406\u89e3\u4e16\u754c\u201d\u5230\u201c\u7406\u89e3\u7ec6\u80de\u201d\uff1aJEPA \u7684\u8de8\u754c\u8fdb\u5316<\/p>\n
JEPA\uff08Joint Embedding Predictive Architecture\uff09\u662f LeCun \u63d0\u51fa\u7684\u4e00\u79cd\u81ea\u76d1\u7763\u5b66\u4e60\u6846\u67b6\uff0c\u5b83\u4e0e\u5f53\u524d\u4e3b\u6d41\u7684 LLM\uff08\u5927\u8bed\u8a00\u6a21\u578b\uff09\u8def\u5f84\u622a\u7136\u4e0d\u540c\u3002LLM \u4f9d\u8d56\u6d77\u91cf\u6587\u672c\u6570\u636e\u5b66\u4e60 token \u4e4b\u95f4\u7684\u6982\u7387\u5173\u7cfb\uff0c\u800c JEPA \u5219\u8bd5\u56fe\u5b66\u4e60\u4e00\u79cd\u62bd\u8c61\u7684\u3001\u9ad8\u7ef4\u7684\u201c\u8868\u5f81\u7a7a\u95f4\u201d\uff0c\u5728\u5176\u4e2d\u9884\u6d4b\u672a\u6765\u72b6\u6001\u2014\u2014\u5b83\u4e0d\u4ec5\u5b66\u4e60\u201c\u53d1\u751f\u4e86\u4ec0\u4e48\u201d\uff0c\u66f4\u5b66\u4e60\u201c\u4e16\u754c\u5982\u4f55\u8fd0\u884c\u201d\u3002<\/p>\n
\u6b63\u662f\u8fd9\u79cd\u5bf9\u56e0\u679c\u7ed3\u6784\u7684\u5efa\u6a21\u80fd\u529b\uff0c\u5f15\u8d77\u4e86\u4e2d\u56fd\u79d1\u7814\u56e2\u961f\u7684\u5173\u6ce8\u3002\u5728\u4f20\u7edf\u5355\u7ec6\u80de\u7814\u7a76\u4e2d\uff0cAI \u4e3b\u8981\u901a\u8fc7\u8f6c\u5f55\u7ec4\u3001\u86cb\u767d\u8d28\u7ec4\u7b49\u9759\u6001\u56fe\u8c31\u8fdb\u884c\u5206\u7c7b\u6216\u9884\u6d4b\uff0c\u4f46\u8fd9\u79cd\u201c\u6570\u636e\u9a71\u52a8\u201d\u7684\u65b9\u5f0f\u5ffd\u7565\u4e86\u7ec6\u80de\u4f5c\u4e3a\u4e00\u4e2a\u590d\u6742\u52a8\u6001\u7cfb\u7edf\u7684\u5185\u5728\u56e0\u679c\u903b\u8f91\u3002\u5982\u679c\u5c06 JEPA \u7684\u201c\u9884\u6d4b\u672a\u6765\u201d\u7406\u5ff5\u5e94\u7528\u5230\u7ec6\u80de\u4e2d\uff0c\u6a21\u578b\u5c31\u53ef\u4ee5\u5b66\u4e60\u7ec6\u80de\u72b6\u6001\u4e4b\u95f4\u7684\u8fc1\u79fb\u89c4\u5f8b\uff0c\u5b9e\u73b0\u5bf9\u7ec6\u80de\u547d\u8fd0\u3001\u5e94\u6fc0\u54cd\u5e94\u751a\u81f3\u75c5\u53d8\u8fc7\u7a0b\u7684\u9884\u5224\u3002<\/p>\n
## \u89e3\u7801\u7ec6\u80de\u8bed\u8a00\uff1a\u4e2d\u56fd\u56e2\u961f\u7684\u6838\u5fc3\u521b\u65b0<\/p>\n
### 1. \u6784\u5efa\u7ec6\u80de\u5185\u90e8\u7684\u201c\u62bd\u8c61\u8868\u5f81\u201d<\/p>\n
\u7814\u7a76\u56e2\u961f\u9996\u5148\u5c06\u5355\u7ec6\u80de\u6d4b\u5e8f\u3001\u86cb\u767d\u6210\u50cf\u7b49\u591a\u6a21\u6001\u6570\u636e\u6620\u5c04\u5230\u4e00\u4e2a\u7edf\u4e00\u7684\u9ad8\u7ef4\u7a7a\u95f4\u3002\u4ed6\u4eec\u501f\u9274 JEPA \u7684\u6838\u5fc3\u601d\u60f3\uff0c\u5728\u8868\u5f81\u7a7a\u95f4\u4e2d\u5b9a\u4e49\u201c\u7ec6\u80de\u72b6\u6001\u201d\u7684\u5d4c\u5165\u5411\u91cf\uff0c\u5e76\u8bbe\u8ba1\u4e86\u4e00\u4e2a\u9884\u6d4b\u5668\u2014\u2014\u4e0d\u662f\u76f4\u63a5\u9884\u6d4b\u672a\u6765\u7684\u89c2\u6d4b\u6570\u636e\uff0c\u800c\u662f\u9884\u6d4b\u672a\u6765\u72b6\u6001\u5728\u8868\u5f81\u7a7a\u95f4\u4e2d\u7684\u4f4d\u7f6e\u3002\u8fd9\u6837\u4e00\u6765\uff0c\u6a21\u578b\u4e0d\u518d\u6267\u7740\u4e8e\u50cf\u7d20\u7ea7\u7684\u5339\u914d\uff0c\u800c\u662f\u5b66\u4e60\u7ec6\u80de\u5185\u90e8\u66f4\u6df1\u5c42\u7684\u56e0\u679c\u7ed3\u6784\u3002<\/p>\n
### 2. \u5f15\u5165\u65f6\u95f4\u5e8f\u5217\u4e0e\u5e72\u9884\u6a21\u62df<\/p>\n
\u4e3a\u4e86\u8ba9 JEPA \u9002\u5e94\u7ec6\u80de\u52a8\u6001\uff0c\u56e2\u961f\u5f15\u5165\u4e86\u65f6\u95f4\u5e8f\u5217\u6807\u7b7e\uff08\u5982\u4e0d\u540c\u53d1\u80b2\u9636\u6bb5\u3001\u836f\u7269\u5904\u7406\u4e0d\u540c\u65f6\u95f4\u70b9\uff09\u4ee5\u53ca\u5e72\u9884\u6570\u636e\uff08\u5982\u57fa\u56e0\u6572\u9664\u3001\u5316\u5408\u7269\u523a\u6fc0\uff09\u3002\u6a21\u578b\u5728\u8fd9\u4e9b\u6570\u636e\u4e0a\u8bad\u7ec3\u540e\uff0c\u80fd\u591f\u56de\u7b54\u5982\u201c\u5982\u679c\u5728\u67d0\u4e2a\u65f6\u95f4\u70b9\u6291\u5236\u67d0\u4e2a\u4fe1\u53f7\u901a\u8def\uff0c\u7ec6\u80de\u72b6\u6001\u5c06\u5982\u4f55\u504f\u79fb\u201d\u8fd9\u7c7b\u53cd\u4e8b\u5b9e\u95ee\u9898\u3002\u8fd9\u76f8\u5f53\u4e8e\u7ed9\u4e86\u7ec6\u80de\u751f\u7269\u5b66\u4e00\u4e2a\u53ef\u8fdb\u884c\u201c\u601d\u60f3\u5b9e\u9a8c\u201d\u7684\u865a\u62df\u5de5\u5177\u3002<\/p>\n
### 3. \u9a8c\u8bc1\u5b9e\u9a8c\uff1a\u9884\u6d4b\u7ec6\u80de\u547d\u8fd0\u8d70\u5411<\/p>\n
\u5728\u6d4b\u8bd5\u4e2d\uff0c\u56e2\u961f\u4ee5\u9020\u8840\u5e72\u7ec6\u80de\u5206\u5316\u8fd9\u4e00\u7ecf\u5178\u96be\u9898\u4e3a\u4f8b\u3002\u6a21\u578b\u4ec5\u4f9d\u636e\u521d\u59cb\u72b6\u6001\u7684\u5d4c\u5165\u8868\u5f81\uff0c\u5c31\u6210\u529f\u9884\u6d4b\u4e86\u591a\u4e2a\u5206\u652f\u8def\u5f84\u4e0a\u7684\u7ec6\u80de\u547d\u8fd0\uff0c\u51c6\u786e\u7387\u8d85\u8fc7\u4f20\u7edf\u57fa\u4e8e\u6df1\u5ea6\u5b66\u4e60\u7684\u9759\u6001\u5206\u7c7b\u65b9\u6cd5\u7ea632%\u3002\u66f4\u91cd\u8981\u7684\u662f\uff0c\u6a21\u578b\u5c55\u793a\u51fa\u4e86\u201c\u96f6\u6837\u672c\u201d\u6cdb\u5316\u80fd\u529b\u2014\u2014\u5373\u4f7f\u672a\u89c1\u8fc7\u67d0\u4e9b\u7a00\u6709\u7ec6\u80de\u7c7b\u578b\uff0c\u4e5f\u80fd\u901a\u8fc7\u56e0\u679c\u7a7a\u95f4\u4e2d\u7684\u8def\u5f84\u63a8\u65ad\u51fa\u5176\u53ef\u80fd\u7684\u8d77\u6e90\u4e0e\u5f52\u5bbf\u3002<\/p>\n
## \u91cd\u65b0\u5b9a\u4e49\u201c\u4e16\u754c\u6a21\u578b\u201d\u7684\u8fb9\u754c<\/p>\n
\u8fd9\u9879\u5de5\u4f5c\u7684\u610f\u4e49\u8fdc\u8d85\u5355\u4e00\u6280\u672f\u7a81\u7834\u3002\u5b83\u5b9e\u9645\u4e0a\u5728\u56de\u7b54\u4e00\u4e2a\u6839\u672c\u95ee\u9898\uff1a\u4ec0\u4e48\u662f\u4e16\u754c\u6a21\u578b\uff1fLeCun \u66fe\u6307\u51fa\uff0c\u4e16\u754c\u6a21\u578b\u5e94\u8be5\u80fd\u591f\u9884\u6d4b\u73af\u5883\u5982\u4f55\u5bf9\u52a8\u4f5c\u505a\u51fa\u54cd\u5e94\u3002\u8fc7\u53bb\uff0c\u8fd9\u4e00\u6982\u5ff5\u88ab\u5e94\u7528\u4e8e\u81ea\u52a8\u9a7e\u9a76\u3001\u673a\u5668\u4eba\u7b49\u5b8f\u89c2\u573a\u666f\u3002\u800c\u4e2d\u56fd\u56e2\u961f\u7684\u8fd9\u7247\u7814\u7a76\u4e0d\u4ec5\u8bc1\u660e\u4e86 JEPA \u67b6\u6784\u5728\u7ec6\u80de\u5c3a\u5ea6\u540c\u6837\u6709\u6548\uff0c\u66f4\u6697\u793a\u7740\u201c\u7ec6\u80de\u5373\u4e16\u754c\u201d\u7684\u53ef\u80fd\u6027\u2014\u2014\u6bcf\u4e00\u4e2a\u7ec6\u80de\u90fd\u662f\u4e00\u4e2a\u62e5\u6709\u611f\u77e5\u3001\u51b3\u7b56\u3001\u53cd\u9988\u80fd\u529b\u7684\u5fae\u578b\u667a\u80fd\u4f53\u3002<\/p>\n
\u4ece\u4ea7\u4e1a\u5c42\u9762\u770b\uff0c\u8fd9\u79cd\u80fd\u529b\u5c06\u76f4\u63a5\u52a0\u901f\u836f\u7269\u7814\u53d1\u3002\u4f20\u7edf\u4e0a\uff0c\u5019\u9009\u5316\u5408\u7269\u5bf9\u7ec6\u80de\u7684\u52a8\u6001\u5f71\u54cd\u9700\u8981\u5927\u91cf\u6e7f\u5b9e\u9a8c\u9a8c\u8bc1\uff0c\u6210\u672c\u9ad8\u6602\u4e14\u5468\u671f\u6f2b\u957f\u3002\u6709\u4e86\u57fa\u4e8e JEPA \u7684\u7ec6\u80de\u4e16\u754c\u6a21\u578b\uff0c\u7814\u7a76\u8005\u53ef\u4ee5\u901a\u8fc7\u4eff\u771f\u6765\u5feb\u901f\u7b5b\u9009\u6700\u6709\u6f5c\u529b\u7684\u5206\u5b50\uff0c\u5c06\u5b9e\u9a8c\u96c6\u4e2d\u5728\u9ad8\u6982\u7387\u6210\u529f\u7684\u901a\u8def\u4e0a\u3002\u6b64\u5916\uff0c\u5728\u80bf\u7624\u5f02\u8d28\u6027\u7814\u7a76\u4e2d\uff0c\u6a21\u578b\u53ef\u4ee5\u6355\u6349\u7f55\u89c1\u7ec6\u80de\u4e9a\u7fa4\u7684\u52a8\u6001\u884c\u4e3a\uff0c\u4e3a\u7cbe\u51c6\u6cbb\u7597\u63d0\u4f9b\u51b3\u7b56\u4f9d\u636e\u3002<\/p>\n
\u5f53\u7136\uff0c\u76ee\u524d\u7684\u5de5\u4f5c\u4ecd\u5904\u4e8e\u521d\u671f\u9636\u6bb5\u3002\u5c06\u7ec6\u80de\u4e2d\u6570\u4ee5\u4e07\u8ba1\u7684\u5206\u5b50\u4fe1\u53f7\u548c\u7a7a\u95f4\u7ed3\u6784\u5b8c\u6574\u5d4c\u5165\u5230\u7edf\u4e00\u8868\u5f81\u7a7a\u95f4\u4e2d\uff0c\u8ba1\u7b97\u590d\u6742\u5ea6\u548c\u6570\u636e\u91cf\u90fd\u5448\u6307\u6570\u7ea7\u4e0a\u5347\u3002\u4f46\u4e2d\u56fd\u56e2\u961f\u5df2\u7ecf\u6253\u5f00\u4e86\u4e00\u6247\u95e8\uff1a\u5f53 AI \u4e0d\u518d\u53ea\u662f\u201c\u770b\u201d\u7ec6\u80de\uff0c\u800c\u662f\u5b66\u4f1a\u201c\u60f3\u8c61\u201d\u7ec6\u80de\u5982\u4f55\u6f14\u53d8\uff0c\u751f\u547d\u79d1\u5b66\u7684\u57fa\u7840\u8ba4\u77e5\u6216\u8bb8\u5c06\u8fce\u6765\u4e00\u6b21\u8303\u5f0f\u7ea7\u7684\u8dc3\u8fc1\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"
\u5f53\u56db\u5e74\u524d Yann LeCun \u63d0\u51fa\u8054\u5408\u5d4c\u5165\u9884\u6d4b\u67b6\u6784\uff08JEPA\uff09\u65f6\uff0c\u5b66\u754c\u66f4\u591a\u5c06\u5176\u89c6\u4e3a\u5bf9\u81ea\u76d1\u7763\u5b66\u4e60\u548c\u4e16\u754c\u6a21\u578b\u7684\u4e00\u6b21\u7406\u8bba\u91cd\u6784\u3002\u5982\u4eca\uff0c\u4e00\u4e2a\u4e2d\u56fd\u7814\u7a76\u56e2\u961f\u9996\u6b21\u5c06\u8fd9\u5957\u539f\u672c\u4e3a\u7406\u89e3\u4e16\u754c\u800c\u751f\u7684\u67b6\u6784\uff0c\u5f15\u5165\u5230\u5355\u7ec6\u80de\u5c42\u9762\u2014\u2014\u8ba9 AI \u50cf\u7406\u89e3\u7269\u7406\u4e16\u754c\u4e00\u6837\uff0c\u53bb\u7406\u89e3\u4e00\u9897\u7ec6\u80de\u5185\u90e8\u7684\u52a8\u6001\u4e0e\u51b3\u7b56\u673a\u5236\u3002\u8fd9\u6807\u5fd7\u7740\u201c\u4e16\u754c\u6a21\u578b\u201d\u6b63\u4ece\u5b8f\u89c2\u8d70\u5411\u5fae\u89c2\uff0c\u4ece\u56fe\u50cf\u3001\u89c6\u9891\u8d70\u5411\u6d3b\u4f53\u7ec6\u80de\u3002<\/p>\n
## \u4ece\u201c\u7406\u89e3\u4e16\u754c\u201d\u5230\u201c\u7406\u89e3\u7ec6\u80de\u201d\uff1aJEPA \u7684\u8de8\u754c\u8fdb\u5316<\/p>\n
JEP<\/p>\n","protected":false},"author":1,"featured_media":80,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[4],"tags":[],"class_list":["post-72","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-4"],"_links":{"self":[{"href":"https:\/\/www.timedigital.cn\/new\/wp-json\/wp\/v2\/posts\/72","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.timedigital.cn\/new\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.timedigital.cn\/new\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.timedigital.cn\/new\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.timedigital.cn\/new\/wp-json\/wp\/v2\/comments?post=72"}],"version-history":[{"count":0,"href":"https:\/\/www.timedigital.cn\/new\/wp-json\/wp\/v2\/posts\/72\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.timedigital.cn\/new\/wp-json\/wp\/v2\/media\/80"}],"wp:attachment":[{"href":"https:\/\/www.timedigital.cn\/new\/wp-json\/wp\/v2\/media?parent=72"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.timedigital.cn\/new\/wp-json\/wp\/v2\/categories?post=72"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.timedigital.cn\/new\/wp-json\/wp\/v2\/tags?post=72"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}