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    \"\"<\/figure>\n\n\n\n

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    SIGReg<\/strong><\/p>\n\n\n\n

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    \u5728\u8bc1\u660e\u5404\u5411\u540c\u6027\u9ad8\u65af\u5206\u5e03\u662f\u6700\u4f18\u5d4c\u5165\u5206\u5e03\u4e4b\u540e\uff0c\u7814\u7a76\u4eba\u5458\u5f15\u5165\u4e86SIGReg\u3002<\/p>\n\n\n\n

    \u8fd9\u662f\u4e00\u4e2a\u540c\u65f6\u5177\u6709\u53ef\u5fae\u6027\u3001\u53ef\u6269\u5c55\u6027\u3001\u7406\u8bba\u53ef\u8bc1\u660e\u6027\u4ee5\u53ca\u53ef\u89e3\u91ca\u6027\u7684\u5206\u5e03\u5339\u914d\u76ee\u6807\u51fd\u6570\u3002<\/p>\n\n\n\n

    \u5b83\u5efa\u7acb\u5728\u4e09\u4e2a\u5173\u952e\u521b\u65b0\u4e4b\u4e0a\u3002<\/p>\n\n\n\n

    \u9996\u5148\uff0c\u7814\u7a76\u4eba\u5458\u5c06\u5206\u5e03\u5339\u914d\u8868\u8ff0\u4e3a\u5728\u539f\u5047\u8bbe=\u4e0b\u7684\u7edf\u8ba1\u5047\u8bbe\u68c0\u9a8c\uff1b<\/p>\n\n\n\n

    \u5176\u6b21\uff0c\u6784\u9020\u4e86\u4e00\u7c7b\u68c0\u9a8c\uff0c\u5728\u4fdd\u6301\u7ebf\u6027\u590d\u6742\u5ea6\u548c\u9ad8\u6548\u591aGPU\u6269\u5c55\u7684\u540c\u65f6\uff0c\u4fdd\u8bc1\u68af\u5ea6\u548c\u66f2\u7387\u5747\u6709\u754c\u3002<\/p>\n\n\n\n

    \u7b2c\u4e09\uff0cSIGReg\u907f\u514d\u4e86\u7ef4\u5ea6\u707e\u96be\uff0c\u4ece\u800c\u5f7b\u5e95\u6d88\u9664\u4e86\u9000\u5316\u7684\u6377\u5f84\u89e3\uff08collapsed shortcut solutions\uff09\u3002<\/p>\n\n\n\n

    \"\"<\/figure>\n\n\n\n

    \u56fe4\u5c55\u793a\u4e86\u5177\u6709\u4e0d\u540cSobolev\u5e73\u6ed1\u7cfb\u6570\u03b1\u7684\u7403\u9762\u4e0a\u5206\u5e03\u793a\u4f8b\u3002<\/p>\n\n\n\n

    \u7531\u4e8e\u76ee\u6807\u5bc6\u5ea6\uff08\u5404\u5411\u540c\u6027\u9ad8\u65af\u5206\u5e03\uff09\u662f\u5e73\u6ed1\u7684\uff0c\u5d4c\u5165\u7684\u03b1\u7cfb\u6570\u4f1a\u8fc5\u901f\u589e\u957f\uff0c\u4ece\u800c\u4f7fSIGReg\u4e0d\u53d7\u7ef4\u5ea6\u707e\u96be\u7684\u5f71\u54cd\u3002<\/p>\n\n\n\n

    \u7814\u7a76\u4eba\u5458\u8bc1\u660e\uff0cSIGReg\u7ed8\u5236Epps-Pulley\u6d4b\u8bd5\u56fe\u662f\u7a33\u5b9a\u4e14\u53ef\u6269\u5c55\u7684\u3002<\/p>\n\n\n\n

    \"\"<\/figure>\n\n\n\n

    \u56fe5\u663e\u793a\u4e86\u6784\u5efa\u7684\u6570\u636e\u5bc6\u5ea6\u56fe\u3002\u5176\u300cX\u300d\u5206\u5e03\u7684\u8fb9\u7f18\u5206\u5e03\u4e3a\u6807\u51c6\u9ad8\u65af\u5206\u5e03\uff0c\u534f\u65b9\u5dee\u4e3a\u5355\u4f4d\u77e9\u9635\uff08\u5de6\u4fa7\u5bc6\u5ea6\u56fe\uff09\u3002<\/p>\n\n\n\n

    \"\"<\/figure>\n\n\n\n

    \u56fe6\u5c55\u793a\u4e86\u4ece\u4e00\u4e2a1024\u7ef4\u6807\u51c6\u9ad8\u65af\u5206\u5e03\u4e2d\u62bd\u53d6100\u4e2a\u6837\u672c\uff08N=100\uff09\uff0c\u5e76\u6539\u53d8\u524d\u4e24\u4e2a\u5750\u6807\u4ee5\u751f\u6210\u56fe5\uff08\u6700\u5de6\u5217\uff09\u4e2d\u7684\u300cX\u300d\u5206\u5e03\u3002<\/p>\n\n\n\n

    \u5bf9\u4e8e\u6bcf\u4e2a\u7edf\u8ba1\u91cf\uff08\u6240\u6709\u5176\u4ed6\u5217\uff09\uff0c\u7814\u7a76\u4eba\u5458\u5bf9\u6837\u672c\u6267\u884c\u68af\u5ea6\u4e0b\u964d\u4ee5\u6700\u5c0f\u5316\u5176\u503c\uff0c\u5728\u6bcf\u6b21\u8fed\u4ee3\u6b65\u9aa4\u4e2d\uff0c\u4f7f\u752810\u4e2a\u968f\u673a\u65b9\u5411\u7684\u6837\u672c\uff08M=10\uff09\u6765\u8bc4\u4f30SIGReg\u3002<\/p>\n\n\n\n

    \u7ed3\u679c\u8868\u660e\uff0c\u5c3d\u7ba1\u8fd9\u662f\u4e00\u4e2a\u9ad8\u7ef4\u5206\u5e03\u4e14\u6837\u672c\u6570\u91cf\u6709\u9650\uff0c\u4f46SIGReg\u80fd\u591f\u6355\u83b7\u9000\u5316\u5b50\u7a7a\u95f4\u5e76\u76f8\u5e94\u5730\u8c03\u6574\u6570\u636e\u4ee5\u5339\u914d\u5404\u5411\u540c\u6027\u9ad8\u65af\u5206\u5e03\u3002<\/p>\n\n\n\n

    LeJEPA<\/strong><\/p>\n\n\n\n

    \u7a33\u5b9a\u4e14\u53ef\u6269\u5c55\u7684\u5b9e\u73b0<\/strong><\/p>\n\n\n\n

    \u5728\u786e\u5b9a\u5404\u5411\u540c\u6027\u9ad8\u65af\u5206\u5e03\u662f\u57fa\u7840\u6a21\u578b\u7684\u6700\u4f73\u5d4c\u5165\u5206\u5e03\uff0c\u5e76\u5f15\u5165SIGReg\u6765\u5b9e\u73b0\u8be5\u5206\u5e03\u4e4b\u540e\uff0c\u7814\u7a76\u4eba\u5458\u63a8\u51fa\u4e86\u5b8c\u6574\u7684LeJEPA\u6846\u67b6\uff0c\u5e76\u901a\u8fc7\u5168\u9762\u7684\u5b9e\u9a8c\u6765\u9a8c\u8bc1\u5176\u6709\u6548\u6027\u3002<\/p>\n\n\n\n

    \"\"<\/figure>\n\n\n\n

    \u56fe9\u5c55\u793a\u4e86\u4f7f\u7528LeJEPA\u5f00\u7bb1\u5373\u7528\u7684ImageNet-10\u9884\u8bad\u7ec3\u548c\u51bb\u7ed3\u9aa8\u5e72\u7f51\u7edc\u7ebf\u6027\u8bc4\u4f30\u65b9\u6cd5\u5728timm\u6a21\u578b\u4e0a\u7684\u5e94\u7528\u3002<\/p>\n\n\n\n

    \u7814\u7a76\u4eba\u5458\u5bf9\u5b66\u4e60\u7387\u548c\u6743\u91cd\u8870\u51cf\u8fdb\u884c\u4e86\u4ea4\u53c9\u9a8c\u8bc1\u3002<\/p>\n\n\n\n

    \u867d\u7136\u6700\u4f73\u6a21\u578b\u548c\u6700\u5dee\u6a21\u578b\u4e4b\u95f4\u5b58\u5728\u7ec6\u5fae\u5dee\u5f02\uff0c\u4f46\u5728\u6db5\u76d68\u4e2a\u6a21\u578b\u7cfb\u5217\u768450\u4e2a\u6a21\u578b\u4e2d\uff0cLeJEPA\u80fd\u591f\u751f\u6210\u975e\u5e73\u51e1\u7684\u8868\u793a\uff0c\u4ece\u800c\u4ee5SOTA\u6c34\u5e73\u89e3\u51b3\u4e0b\u6e38\u4efb\u52a1\u3002<\/p>\n\n\n\n

    \u8de8\u67b6\u6784\u7a33\u5b9a\u6027\uff0cLeJEPA\u662f\u5173\u952e\u4f18\u52bf\u4e4b\u4e00\u3002<\/p>\n\n\n\n

    \u5927\u591a\u6570\u73b0\u4ee3\u81ea\u76d1\u7763\u5b66\u4e60\u65b9\u6cd5\u90fd\u9488\u5bf9Vision Transformer\u8fdb\u884c\u4e86\u4f18\u5316\uff0c\u800cLeJEPA\u65e0\u9700\u4fee\u6539\uff0c\u5373\u53ef\u5728\u5404\u79cd\u4e0d\u540c\u7684\u67b6\u6784\u7cfb\u5217\u4e2d\u8fd0\u884c\u3002<\/p>\n\n\n\n

    \u4e3a\u4e86\u9a8c\u8bc1\u8fd9\u4e00\u7ed3\u8bba\uff0c\u7814\u7a76\u4eba\u5458\u4f7f\u7528ImageNet-10\u6570\u636e\u96c6\u9884\u8bad\u7ec3\u4e86\u6765\u81ea8\u4e2a\u4e0d\u540c\u67b6\u6784\u7cfb\u5217\u7684\u7ea650\u4e2a\u6a21\u578b\uff0c\u8fd9\u4e9b\u6a21\u578b\u5747\u6765\u81eatimm\u5e93\uff0c\u4e14\u53c2\u6570\u91cf\u5747\u5c0f\u4e8e2000\u4e07\u3002<\/p>\n\n\n\n

    \u6240\u6709\u6a21\u578b\u5747\u80fd\u5b66\u4e60\u5230\u9ad8\u8d28\u91cf\u7684\u8868\u5f81\uff0c\u5728\u51bb\u7ed3\u9aa8\u5e72\u7ebf\u6027\u63a2\u6d4b\u7684\u60c5\u51b5\u4e0b\uff0cTop-1\u51c6\u786e\u7387\u8fbe\u5230\u4e8691.5%\u523095%\u3002<\/p>\n\n\n\n

    \u7ed3\u679c\u8868\u660e\uff0c\u5728\u76d1\u7763\u5b66\u4e60\u73af\u5883\u4e2d\u8868\u73b0\u826f\u597d\u7684\u6a21\u578b\uff0c\u4f8b\u5982ResNet\u548cVision Transformer\uff0c\u4e5f\u540c\u6837\u9002\u7528\u4e8eLeJEPA\u3002<\/p>\n\n\n\n

    \u81ea\u76d1\u7763\u5b66\u4e60\u7684\u4e00\u4e2a\u5173\u952e\u4f18\u52bf\u5728\u4e8e\u5b66\u4e60\u80fd\u591f\u8de8\u4efb\u52a1\u548c\u9886\u57df\u6cdb\u5316\u7684\u901a\u7528\u8868\u5f81\u3002<\/p>\n\n\n\n

    \u7136\u800c\uff0c\u5f53\u524d\u524d\u6cbf\u7684\u57fa\u7840\u6a21\u578b\uff08\u5982DINOv2\/v3\u3001I-JEPA\uff09\u90fd\u662f\u5728\u81ea\u7136\u56fe\u50cf\u4e0a\u8fdb\u884c\u9884\u8bad\u7ec3\u7684\uff0c\u8fd9\u8feb\u4f7f\u7279\u5b9a\u9886\u57df\u7684\u4ece\u4e1a\u8005\u9700\u8981\u6536\u96c6\u5927\u91cf\u7684\u6807\u7b7e\u6765\u8fdb\u884c\u76d1\u7763\u5f0f\u5fae\u8c03\u3002<\/p>\n\n\n\n

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    \"\"<\/figure>\n\n\n\n

    \u56fe12\u5c55\u793a\u4e86\u4f7f\u7528\u51bb\u7ed3\u9aa8\u5e72\u7f51\u7edc\u6216\u5b8c\u5168\u5fae\u8c03\uff08\u5217\uff09\u4ee5\u53ca\u4e0d\u540c\u7c7b\u522b\u6837\u672c\u6570\uff08x\u8f74\uff09\u7684LeJEPA\u5728\u5c0f\u578b\u67b6\u6784\uff08Galaxy10\uff09\u4e0a\u7684\u57df\u5185\u9884\u8bad\u7ec3\uff0c\u5e76\u7ed3\u5408\u7ebf\u6027\u63a2\u9488\u8bc4\u4f30\u3002<\/p>\n\n\n\n

    \u7814\u7a76\u4eba\u5458\u5c06\u5176\u4e0e\u6700\u5148\u8fdb\u7684\u57fa\u7840\u6a21\u578b\uff08DINOv2\/v3\u3001I-JEPA\uff09\u57283\u4e2a\u4e0d\u540c\u7684\u968f\u673a\u79cd\u5b50\u4e0a\u8fdb\u884c\u4e86\u6bd4\u8f83\u3002<\/p>\n\n\n\n

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    \u56fe13\u5c55\u793a\u4e86\u57fa\u4e8e\u6700\u540e\u4e00\u5c42\u9608\u503c\u7684\u6d8c\u73b0\u5f0f\u76ee\u6807\u5206\u5272\uff0cLeJEPA\u65e0\u9700\u663e\u5f0f\u76d1\u7763\u5373\u53ef\u81ea\u7136\u5730\u5b66\u4e60\u5206\u5272\u548c\u8ddf\u8e2a\u663e\u8457\u76ee\u6807\uff08\u5982\u6bcf\u4e2a\u89c6\u9891\u53f3\u4fa7\u7684\u6ce8\u610f\u529b\u56fe\u6240\u793a\uff09\u3002<\/p>\n\n\n\n

    \"\"<\/figure>\n\n\n\n

    \u56fe14\u5c55\u793a\u4e86LeJEPA\u901a\u8fc7\u81ea\u76d1\u7763\u5b66\u4e60\u4e60\u5f97\u4e30\u5bcc\u7684\u8bed\u4e49\u8868\u5f81\u3002<\/p>\n\n\n\n

    \u5728\u6ca1\u6709\u4efb\u4f55\u76d1\u7763\u7684\u60c5\u51b5\u4e0b\uff0cLeJEPA\u81ea\u53d1\u5730\u6784\u5efa\u51fa\u8bed\u4e49\u4e30\u5bcc\u7684\u8868\u5f81\uff1a\u6696\u8272\uff08\u7ea2\u8272\/\u54c1\u7ea2\u8272\/\u7c89\u8272\uff09\u59cb\u7ec8\u7528\u4e8e\u8868\u793a\u524d\u666f\u7269\u4f53\uff08\u9e66\u9e49\u7684\u8eab\u4f53\u3001\u72d7\u7684\u8138\uff09\uff0c\u800c\u51b7\u8272\uff08\u9752\u8272\/\u7eff\u8272\/\u9ec4\u8272\uff09\u5219\u7528\u4e8e\u8868\u793a\u80cc\u666f\u548c\u6811\u53f6\u3002<\/p>\n\n\n\n

    \u8fd9\u79cd\u6d8c\u73b0\u7684\u7269\u4f53-\u80cc\u666f\u5206\u79bb\u548c\u611f\u77e5\u5206\u7ec4\uff0c\u5b8c\u5168\u57fa\u4e8e\u672a\u6807\u8bb0\u7684\u6570\u636e\uff0c\u63ed\u793a\u4e86\u4e16\u754c\u7684\u89c6\u89c9\u7ed3\u6784\u3002<\/p>\n\n\n\n

    \u7814\u7a76\u4eba\u5458\u5728\u591a\u4e2a\u9886\u57df\u3001\u8d85\u8fc760\u79cd\u67b6\u6784\u4e0a\u9a8c\u8bc1\u4e86LeJEPA\uff0c\u5176\u4e2d\u5305\u62ec\u53c2\u6570\u89c4\u6a21\u9ad8\u8fbe18\u4ebf\u7684\u5de8\u578b\u6a21\u578b\u7248\u672c\u3002<\/p>\n\n\n\n

    \u7ed3\u679c\u8bc1\u660e\uff0c\u5c3d\u7ba1\u5176\u6838\u5fc3\u8bbe\u8ba1\u975e\u5e38\u7b80\u5355\uff0cLeJEPA\u7684\u6838\u5fc3\u5b9e\u73b0\u4ee3\u7801\u4e0d\u8db350\u884c\uff0c\u4f46\u4ecd\u80fd\u591f\u8fbe\u5230\u5f53\u524d\u6700\u5148\u8fdb\u65b9\u6cd5\u7684\u6027\u80fd\uff0c\u8be5\u65b9\u6cd5\u586b\u8865\u4e86\u957f\u671f\u4ee5\u6765\u5728\u81ea\u76d1\u7763\u5b66\u4e60\u7406\u8bba\u57fa\u7840\u7814\u7a76\u9886\u57df\u7684\u7a7a\u767d\u3002<\/p>\n\n\n\n

    \u4f5c\u8005\u7b80\u4ecb<\/strong><\/p>\n\n\n\n

    Yann LeCun<\/strong><\/p>\n\n\n\n

    Yann LeCun\u662f\u6cd5\u56fd\u8ba1\u7b97\u673a\u79d1\u5b66\u5bb6\u3001\u6df1\u5ea6\u5b66\u4e60\u5148\u9a71\uff0c\u7ebd\u7ea6\u5927\u5b66\u7ec8\u8eab\u6559\u6388\uff0c\u66fe\u4efbMeta\u9996\u5e2d\u4eba\u5de5\u667a\u80fd\u79d1\u5b66\u5bb6\u3002<\/p>\n\n\n\n

    \u4ed6\u4e8e20\u4e16\u7eaa90\u5e74\u4ee3\u63d0\u51fa\u5e76\u5de5\u7a0b\u5316\u4e86\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\uff08LeNet\uff09\uff0c\u63a8\u52a8\u4e86\u6df1\u5ea6\u5b66\u4e60\u5728\u56fe\u50cf\u8bc6\u522b\u7b49\u9886\u57df\u7684\u5b9e\u9645\u843d\u5730\uff0c\u56e0\u6b64\u4e0eGeoffrey Hinton\u3001Yoshua Bengio\u4e00\u540c\u88ab\u79f0\u4e3a\u300c\u6df1\u5ea6\u5b66\u4e60\u4e09\u5de8\u5934\u300d\u3002<\/p>\n\n\n\n

    2018\u5e74\uff0c\u4ed6\u56e0\u5728\u795e\u7ecf\u7f51\u7edc\u4e0e\u6df1\u5ea6\u5b66\u4e60\u65b9\u9762\u7684\u5f00\u521b\u6027\u8d21\u732e\u83b7\u5f97\u56fe\u7075\u5956\u3002<\/p>\n\n\n\n

    \u8fd1\u5e74\u6765\uff0cLeCun\u4e3b\u8981\u5173\u6ce8\u81ea\u76d1\u7763\u5b66\u4e60\u3001\u4e16\u754c\u6a21\u578b\u548c\u80fd\u91cf\u57fa\u6a21\u578b\u7b49\u65b9\u5411\uff0c\u5bf9\u5f53\u524d\u5927\u6a21\u578b\u901a\u5f80AGI\u7684\u524d\u666f\u6301\u5ba1\u614e\u751a\u81f3\u6279\u8bc4\u6001\u5ea6\uff0c\u540c\u65f6\u5f3a\u70c8\u652f\u6301\u5f00\u6e90\u4e0e\u5f00\u653e\u79d1\u7814\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"

    \u5c31\u5728Yann LeCun\u5373\u5c06\u79bb\u804cMeta\u521b\u4e1a\u7684\u6d88\u606f\u5728AI\u5708\u5237\u5c4f\u65f6\uff0c\u4ed6\u7684\u4e00\u7bc7\u5173\u4e8e\u81ea\u76d1\u7763\u5b66\u4e60\u7684\u65b0\u8bba\u6587\u4e5f\u5728arXiv […]<\/p>\n","protected":false},"author":1,"featured_media":2092,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[10],"tags":[],"class_list":["post-2078","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-10"],"_links":{"self":[{"href":"http:\/\/www.applicationsofllm.com\/index.php\/wp-json\/wp\/v2\/posts\/2078","targetHints":{"allow":["GET"]}}],"collection":[{"href":"http:\/\/www.applicationsofllm.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/www.applicationsofllm.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/www.applicationsofllm.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/www.applicationsofllm.com\/index.php\/wp-json\/wp\/v2\/comments?post=2078"}],"version-history":[{"count":1,"href":"http:\/\/www.applicationsofllm.com\/index.php\/wp-json\/wp\/v2\/posts\/2078\/revisions"}],"predecessor-version":[{"id":2093,"href":"http:\/\/www.applicationsofllm.com\/index.php\/wp-json\/wp\/v2\/posts\/2078\/revisions\/2093"}],"wp:featuredmedia":[{"embeddable":true,"href":"http:\/\/www.applicationsofllm.com\/index.php\/wp-json\/wp\/v2\/media\/2092"}],"wp:attachment":[{"href":"http:\/\/www.applicationsofllm.com\/index.php\/wp-json\/wp\/v2\/media?parent=2078"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/www.applicationsofllm.com\/index.php\/wp-json\/wp\/v2\/categories?post=2078"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/www.applicationsofllm.com\/index.php\/wp-json\/wp\/v2\/tags?post=2078"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}