{"id":37356,"date":"2025-01-27T01:00:13","date_gmt":"2025-01-26T17:00:13","guid":{"rendered":"https:\/\/17aitech.com\/?p=37356"},"modified":"2025-01-27T01:00:13","modified_gmt":"2025-01-26T17:00:13","slug":"%e8%80%97%e6%97%b6%e7%bc%a9%e7%9f%ad%e5%8d%81%e5%80%8d%e4%bb%a5%e4%b8%8a%ef%bc%8c%e5%a4%a7%e8%a7%84%e6%a8%a1ai%e6%96%b9%e6%b3%95%e5%8a%a0%e9%80%9f%e5%8e%9f%e5%ad%90%e6%a8%a1%e6%8b%9f%e8%bf%9b%e7%a8%8b","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=37356","title":{"rendered":"\u8017\u65f6\u7f29\u77ed\u5341\u500d\u4ee5\u4e0a\uff0c\u5927\u89c4\u6a21AI\u65b9\u6cd5\u52a0\u901f\u539f\u5b50\u6a21\u62df\u8fdb\u7a0b\uff0c\u63a8\u52a8\u66f4\u6cdb\u7528\u7684\u7b56\u7565\u53d1\u5c55"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-12-20-2\" target=\"_blank\">\u8017\u65f6\u7f29\u77ed\u5341\u500d\u4ee5\u4e0a\uff0c\u5927\u89c4\u6a21AI\u65b9\u6cd5\u52a0\u901f\u539f\u5b50\u6a21\u62df\u8fdb\u7a0b\uff0c\u63a8\u52a8\u66f4\u6cdb\u7528\u7684\u7b56\u7565\u53d1\u5c55<\/a><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-1ef326fc056828debf26eff5619873b9.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-1ef326fc056828debf26eff5619873b9.png\"><\/a><\/p>\n<p>\u7f16\u8f91\u4e28&amp;<\/p>\n<p>\u6269\u5c55\u4e00\u76f4\u662f\u63d0\u9ad8<mark data-type=\"tech_methods\" data-id=\"1a0e9c5e-6502-4cd7-8683-6b5ca6c48be2\">\u673a\u5668\u5b66\u4e60<\/mark>\u5404\u4e2a\u9886\u57df\u7684\u6a21\u578b\u6027\u80fd\u548c\u6cdb\u5316\u7684\u5173\u952e\u56e0\u7d20\u3002\u5c3d\u7ba1\u5728\u6269\u5c55\u5176\u4ed6\u7c7b\u578b\u7684<mark data-type=\"tech_methods\" data-id=\"1a0e9c5e-6502-4cd7-8683-6b5ca6c48be2\">\u673a\u5668\u5b66\u4e60<\/mark>\u6a21\u578b\u65b9\u9762\u53d6\u5f97\u4e86\u6210\u529f\uff0c\u4f46\u5bf9<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u539f\u5b50\u95f4\u7535\u4f4d \uff08NNIP\uff09 \u6269\u5c55\u7684\u7814\u7a76\u4ecd\u7136\u6709\u9650\u3002<\/p>\n<p>\u8be5\u9886\u57df\u7684\u4e3b\u8981\u8303\u5f0f\u662f\u5c06\u8bb8\u591a\u7269\u7406\u57df\u7ea6\u675f\u5408\u5e76\u5230\u6a21\u578b\u4e2d\uff0c\u4f8b\u5982\u65cb\u8f6c\u7b49\u65b9\u5dee\u7b49\u5bf9\u79f0\u6027\u7ea6\u675f\u3002\u6765\u81ea\u7f8e\u56fd\u52a0\u5dde\u5927\u5b66\u4f2f\u514b\u5229\u5206\u6821\u548c\u52b3\u4f26\u65af\u4f2f\u514b\u5229\u56fd\u5bb6\u5b9e\u9a8c\u5ba4 \uff08Berkeley Lab\uff09 \u7684\u7814\u7a76\u56e2\u961f\u8ba4\u4e3a\uff0c\u8fd9\u4e9b\u65e5\u76ca\u590d\u6742\u7684\u9886\u57df\u7ea6\u675f\u6291\u5236\u4e86 NNIP 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\u65e5\u53d1\u5e03\u4e8e <em>A<\/em><em>rxiv<\/em> \u9884\u5370\u5e73\u53f0\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-892e850be754713638751311b1f8d953.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-892e850be754713638751311b1f8d953.png\"><\/a><\/p>\n<p>\u4e0e\u73b0\u6709\u7684 NNIP \u6a21\u578b\u76f8\u6bd4\uff0cEScAIP \u56e0\u4f7f\u7528\u9ad8\u5ea6\u4f18\u5316\u7684\u6ce8\u610f\u529b GPU \u5185\u6838\u5b9e\u73b0\uff0c\u6548\u7387\u5927\u5e45\u63d0\u9ad8\uff0c\u63a8\u7406\u65f6\u95f4\u81f3\u5c11\u52a0\u5feb 10 \u500d\uff0c\u5185\u5b58\u4f7f\u7528\u91cf\u51cf\u5c11 5 \u500d\u3002<\/p>\n<p>\u56e2\u961f\u5f3a\u8c03\uff0c\u4ed6\u4eec\u7684\u65b9\u6cd5\u5e94\u88ab\u89c6\u4e3a\u4e00\u79cd\u54f2\u5b66\u800c\u975e\u7279\u5b9a\u6a21\u578b\u3002\u5b83\u4ee3\u8868\u4e86\u5f00\u53d1\u901a\u7528 NNIP \u7684\u6982\u5ff5\u9a8c\u8bc1\uff0c\u8fd9\u4e9b NNIP \u901a\u8fc7\u6269\u5c55\u5b9e\u73b0\u66f4\u597d\u7684\u8868\u8fbe\u6027\uff0c\u5e76\u901a\u8fc7\u589e\u52a0\u8ba1\u7b97\u8d44\u6e90\u548c\u8bad\u7ec3\u6570\u636e\u7ee7\u7eed\u6709\u6548\u6269\u5c55\u3002<\/p>\n<p><strong>\u5173\u4e8e<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u901a\u7528\u8fdb\u5316\u7684\u601d\u8003<\/strong><\/p>\n<p>\u8fd1\u5e74\u6765\uff0c\u6269\u5c55\u6a21\u578b\u5927\u5c0f\u3001\u6570\u636e\u548c\u8ba1\u7b97\u7684\u539f\u7406\u5df2\u6210\u4e3a\u63d0\u9ad8<mark data-type=\"tech_methods\" data-id=\"1a0e9c5e-6502-4cd7-8683-6b5ca6c48be2\">\u673a\u5668\u5b66\u4e60<\/mark> \uff08ML\uff09 \u6027\u80fd\u548c\u6cdb\u5316\u7684\u5173\u952e\u56e0\u7d20\uff0c\u6db5\u76d6\u4ece<mark data-type=\"tech_tasks\" data-id=\"c8ff5114-6cbb-49ca-8a89-3ee2826be0b4\">\u81ea\u7136\u8bed\u8a00\u5904\u7406<\/mark> \uff08NLP\uff09\u5230<mark data-type=\"tech_tasks\" data-id=\"6e614199-9e49-450e-9078-61fb2b122da9\">\u8ba1\u7b97\u673a\u89c6\u89c9<\/mark> \uff08CV\uff09\u3002ML \u4e2d\u7684\u6269\u5c55\u5728\u5f88\u5927\u7a0b\u5ea6\u4e0a\u53d6\u51b3\u4e8e\u662f\u5426\u80fd\u6700\u597d\u5730\u5229\u7528 GPU \u8ba1\u7b97\u80fd\u529b\u3002\u8fd9\u901a\u5e38\u6d89\u53ca\u5982\u4f55\u6709\u6548\u5730\u5c06\u6a21\u578b\u5927\u5c0f\u589e\u52a0\u5230\u8f83\u5927\u7684<mark data-type=\"concepts\" data-id=\"2e982b73-88e2-41e8-a430-f7ae5a9af4bf\">\u53c2\u6570<\/mark>\u91cf\u7ea7\uff0c\u4ee5\u53ca\u4f18\u5316\u6a21\u578b\u8bad\u7ec3\u548c\u63a8\u7406\u4ee5\u5b9e\u73b0\u6700\u4f73\u8ba1\u7b97\u6548\u7387\u3002<\/p>\n<p>\u4e0e\u8fd9\u7c7b\u53d1\u5c55\u5e76\u884c\u7684\u65b9\u5411\uff0c\u6db5\u76d6\u4e86\u539f\u5b50\u6a21\u62df\uff0c\u89e3\u51b3\u836f\u7269\u8bbe\u8ba1\u3001\u50ac\u5316\u3001\u6750\u6599\u7b49\u65b9\u9762\u7684\u95ee\u9898\u3002\u5176\u4e2d\uff0c<mark data-type=\"tech_methods\" data-id=\"1a0e9c5e-6502-4cd7-8683-6b5ca6c48be2\">\u673a\u5668\u5b66\u4e60<\/mark>\u539f\u5b50\u95f4\u52bf\uff0c\u5c24\u5176\u662f<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u539f\u5b50\u95f4\u52bf \uff08NNIP\uff09\uff0c\u4f5c\u4e3a\u5bc6\u5ea6\u6cdb\u51fd\u8bba\u7b49\u8ba1\u7b97\u5bc6\u96c6\u578b<mark data-type=\"concepts\" data-id=\"dd2152db-a1d3-48e4-9051-3781c4345a68\">\u91cf\u5b50\u529b\u5b66<\/mark>\u8ba1\u7b97\u7684\u66ff\u4ee3\u6a21\u578b\u800c\u5e7f\u53d7\u6b22\u8fce\u3002<\/p>\n<p>NNIP \u65e8\u5728\u9ad8\u6548\u3001\u51c6\u786e\u5730\u9884\u6d4b\u5206\u5b50\u7cfb\u7edf\u7684\u80fd\u91cf\u548c\u529b\uff0c\u5141\u8bb8\u5728\u96be\u4ee5\u7528\u5bc6\u5ea6\u6cdb\u51fd\u7406\u8bba\u76f4\u63a5\u6a21\u62df\u7684\u7cfb\u7edf\u4e0a\u6267\u884c\u51e0\u4f55\u5f1b\u8c6b\u6216\u5206\u5b50\u52a8\u529b\u5b66\u7b49\u4e0b\u6e38\u4efb\u52a1\u3002<\/p>\n<p>\u5f53\u524d\u7684 NNIP \u4e3b\u8981\u57fa\u4e8e\u56fe<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark> \uff08GNN\uff09\u3002\u8be5\u9886\u57df\u7684\u8bb8\u591a\u6709\u6548\u6a21\u578b\u8d8a\u6765\u8d8a\u591a\u5730\u5c1d\u8bd5\u5c06\u53d7\u7269\u7406\u542f\u53d1\u7684\u7ea6\u675f\u5d4c\u5165\u5230\u6a21\u578b\u4e2d\uff0c\u8fd9\u4e9b\u7ea6\u675f\u5305\u62ec\u5c06\u9884\u5b9a\u4e49\u7684\u5bf9\u79f0\u6027\uff08\u4f8b\u5982\u65cb\u8f6c\u7b49\u65b9\u5dee\uff09\u5408\u5e76\u5230 NN \u67b6\u6784\u4e2d\uff0c\u4ee5\u53ca\u4f7f\u7528\u590d\u6742\u7684\u8f93\u5165\u7279\u5f81\u96c6\u3002<\/p>\n<p>\u56e2\u961f\u8ba4\u4e3a\uff0c\u8fd9\u4e9b\u65e5\u76ca\u590d\u6742\u7684\u9886\u57df\u7ea6\u675f\u6291\u5236\u4e86 ML \u6a21\u578b\u7684\u6269\u5c55\u80fd\u529b\uff0c\u5e76\u4e14\u53ef\u80fd\u4f1a\u968f\u7740\u65f6\u95f4\u7684\u63a8\u79fb\u5728\u6a21\u578b\u6027\u80fd\u65b9\u9762\u8d8b\u4e8e\u5e73\u7a33\u3002\u968f\u7740\u6a21\u578b\u89c4\u6a21\u7684\u589e\u52a0\uff0c\u53ef\u4ee5\u5047\u8bbe\u65bd\u52a0\u8fd9\u4e9b\u7ea6\u675f\u4f1a\u963b\u788d\u6709\u6548\u8868\u793a\u7684\u5b66\u4e60\uff0c\u9650\u5236\u6a21\u578b\u7684\u6cdb\u5316\u80fd\u529b\uff0c\u5e76\u963b\u788d\u6709\u6548\u7684\u4f18\u5316\u3002\u5176\u4e2d\u8bb8\u591a\u529f\u80fd\u5de5\u7a0b\u65b9\u6cd5\u5e76\u672a\u9488\u5bf9 GPU \u4e0a\u7684\u9ad8\u6548\u5e76\u884c\u5316\u8fdb\u884c\u4f18\u5316\uff0c\u8fdb\u4e00\u6b65\u9650\u5236\u4e86\u5b83\u4eec\u7684\u53ef\u6269\u5c55\u6027\u548c\u6548\u7387\u3002<\/p>\n<p>\u57fa\u4e8e\u8fd9\u4e9b\u7406\u89e3\uff0c\u4ed6\u4eec\u5f00\u53d1\u4e86\u9ad8\u6548\u7f29\u653e\u6ce8\u610f\u529b\u539f\u5b50\u7535\u4f4d 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data-id=\"dd2152db-a1d3-48e4-9051-3781c4345a68\">\u91cf\u5b50\u529b\u5b66<\/mark>\u6a21\u62df\u751f\u6210\u66f4\u5927\u7684\u6570\u636e\u96c6\uff0c\u5e76\u4f7f\u7528\u5b83\u6765\u8bad\u7ec3\u6a21\u578b\u3002\u6709\u4e00\u79cd\u8d8b\u52bf\u662f\u5c06\u7269\u7406\u542f\u53d1\u7684\u7ea6\u675f\u7eb3\u5165 NNIP \u6a21\u578b\u67b6\u6784\uff0c\u4f8b\u5982\u6240\u6709\u5c06\u5bf9\u79f0\u7ea6\u675f\u5408\u5e76\u5230\u6a21\u578b\u4e2d\u7684\u7ec4\u3002\u7136\u800c\uff0c\u8fd8\u6709\u5176\u4ed6\u5de5\u4f5c\u8def\u7ebf\u5e76\u6ca1\u6709\u8bd5\u56fe\u76f4\u63a5\u5728 NNIP \u4e2d\u6784\u5efa\u5bf9\u79f0\u6027\uff0c\u800c\u662f\u5c1d\u8bd5\u201c\u8fd1\u4f3c\u201d\u5bf9\u79f0\u6027\u3002<\/p>\n<p>\u901a\u8fc7\u6d88\u878d\u7814\u7a76\uff0c\u8be5\u56e2\u961f\u7cfb\u7edf\u5730\u7814\u7a76\u4e86\u7f29\u653e<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u539f\u5b50\u95f4\u52bf \uff08NNIP\uff09 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data-id=\"2e982b73-88e2-41e8-a430-f7ae5a9af4bf\">\u53c2\u6570<\/mark>\u6570\u91cf\u6807\u51c6\u5316\uff0c\u5e76\u7cfb\u7edf\u5730\u6dfb\u52a0\u8fdb\u6a21\u578b\u3002<\/p>\n<p>\u6bd4\u8f83\u5206\u6790\u63ed\u793a\u4e86\u4e0d\u540c<mark data-type=\"concepts\" data-id=\"2e982b73-88e2-41e8-a430-f7ae5a9af4bf\">\u53c2\u6570<\/mark>\u6269\u5c55\u7b56\u7565\u7684\u6027\u80fd\u589e\u76ca\u5177\u6709\u660e\u663e\u7684\u5c42\u6b21\u7ed3\u6784\u3002\u4e00\u65e6\u8de8\u6a21\u578b\u7684<mark data-type=\"concepts\" data-id=\"2e982b73-88e2-41e8-a430-f7ae5a9af4bf\">\u53c2\u6570<\/mark>\u6570\u91cf\u5f97\u5230\u63a7\u5236\uff0c\u8bb8\u591a\u6a21\u578b\u4e0e\u539f\u59cb\u6a21\u578b\u5c31\u4f1a\u4ea7\u751f\u76f8\u5f53\u7684\u8bef\u5dee\u3002\u589e\u52a0<mark data-type=\"tech_methods\" data-id=\"60bee267-89dc-4606-ba24-6b3f7d1f6189\">\u6ce8\u610f\u529b\u673a\u5236<\/mark>\u7684<mark data-type=\"concepts\" data-id=\"2e982b73-88e2-41e8-a430-f7ae5a9af4bf\">\u53c2\u6570<\/mark>\u662f\u6700\u6709\u5229\u7684\uff0c\u5e76\u4e14\u6bd4\u7b80\u5355\u5730\u5728\u6240\u6709\u7ec4\u4ef6\u4e2d\u6dfb\u52a0\u66f4\u591a<mark data-type=\"concepts\" data-id=\"2e982b73-88e2-41e8-a430-f7ae5a9af4bf\">\u53c2\u6570<\/mark>\u6709\u7740\u66f4\u5b9e\u8d28\u6027\u7684\u7a81\u7834\u3002<\/p>\n<p><strong>EScAIP<\/strong><\/p>\n<p>\u4e3a\u4e86\u907f\u514d\u5197\u6742\u7684<mark data-type=\"concepts\" data-id=\"64cc669a-900a-449c-ac73-f71d0e91fc86\">\u5f20\u91cf<\/mark>\u79ef\uff0c\u56e2\u961f\u5bf9\u65cb\u8f6c\u548c\u5e73\u79fb\u4e0d\u53d8\u7684\u6807\u91cf\u7279\u5f81\u8fdb\u884c\u8c03\u6574\uff0c\u4ee5\u5229\u7528<mark data-type=\"tech_tasks\" data-id=\"c8ff5114-6cbb-49ca-8a89-3ee2826be0b4\">\u81ea\u7136\u8bed\u8a00\u5904\u7406<\/mark>\u4e2d\u4f18\u5316\u7684\u81ea\u6211\u6ce8\u610f\u673a\u5236\u3002\u8fd9\u79cd\u5904\u7406\u4f7f\u8be5\u6a21\u578b\u6bd4 EquiformerV2 \u7b49\u7b49\u53d8\u7fa4\u8868\u793a\u6a21\u578b\u7684\u65f6\u95f4\u548c\u5185\u5b58\u6548\u7387\u66f4\u9ad8\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-dad6d0e89ff3d47cbd3ac87adb9d3eb5.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-dad6d0e89ff3d47cbd3ac87adb9d3eb5.png\"><\/a><\/p>\n<section>\u56fe 3\uff1a\u9ad8\u6548\u7f29\u653e\u6ce8\u610f\u529b\u539f\u5b50\u95f4\u52bf \uff08EScAIP\uff09 \u6a21\u578b\u67b6\u6784\u7684\u56fe\u793a\u3002<\/section>\n<p>\u901a\u8fc7\u5f15\u5bfc\u6a21\u578b\u8fdb\u884c\u7cbe\u7ec6\u7684\u529b\u5927\u5c0f\u9884\u6d4b\uff0c\u6a21\u578b\u53ef\u4ee5\u5b66\u4e60\u66f4\u597d\u7684\u7cfb\u7edf\u8868\u793a\uff0c\u4ece\u800c\u5e2e\u52a9\u5b83\u66f4\u51c6\u786e\u5730\u9884\u6d4b\u7cfb\u7edf\u80fd\u91cf\u3002\u529b\u7684\u5927\u5c0f\u662f\u539f\u5b50\u7684\u5c40\u90e8\u5c5e\u6027\uff0c\u800c\u80fd\u91cf\u9884\u6d4b\u662f\u5206\u5b50\u7cfb\u7edf\u7684\u5168\u5c40\u5c5e\u6027\u3002\u8fd9\u53ef\u80fd\u89e3\u91ca\u4e86\u4e3a\u4f55\u8282\u70b9\u8bfb\u51fa\u7279\u5f81\u9884\u6d4b\u529b\u7684\u5927\u5c0f\u5bf9\u4e8e\u80fd\u91cf\u9884\u6d4b\u5f88\u6709\u5e2e\u52a9\u3002<\/p>\n<p><strong>\u751c\u871c\u7684\u6559\u8bad\u4e0e\u8f7b\u5feb\u7684\u6b65\u4f10<\/strong><\/p>\n<p>\u56e2\u961f\u6ce8\u610f\u5230\uff0c\u4ed6\u4eec\u7684\u8c03\u67e5\u8def\u7ebf\u9075\u5faa\u4e86\u4e00\u4e9b\u82e6\u6da9\u6559\u8bad\u7684\u539f\u5219\u3002\u4e13\u6ce8\u4e8e\u6269\u5c55\u548c\u8ba1\u7b97\u7684\u7b56\u7565\u5f80\u5f80\u4f18\u4e8e\u90a3\u4e9b\u8bd5\u56fe\u5c06\u9886\u57df\u77e5\u8bc6\u5d4c\u5165\u6a21\u578b\u7684\u7b56\u7565\u3002\u4f46\u662f\u4ed6\u4eec\u5374\u76f8\u4fe1\u8fd9\u4e2a\u6559\u8bad\u662f\u751c\u871c\u7684\uff0c\u56e0\u5176\u4f7f\u5927\u89c4\u6a21\u57f9\u8bad\u5927\u4f17\u5316\uff0c\u5e76\u4f7f\u5176\u53ef\u4f9b\u66f4\u5e7f\u6cdb\u7684\u793e\u533a\u4f7f\u7528\u3002<\/p>\n<p>\u539f\u5b50\u7cfb\u7edf\u6bd4\u5d4c\u5165\u5230\u6a21\u578b\u4e2d\u7684\u7279\u5b9a\u9886\u57df\u4fe1\u606f\u8981\u590d\u6742\u5f97\u591a\u3002\u9884\u5b9a\u4e49\u7684\u5bf9\u79f0\u7ea6\u675f\u548c\u624b\u5de5\u5236\u4f5c\u7684\u7279\u5f81\u4ec5\u63d0\u4f9b\u4e86\u8fd9\u79cd\u590d\u6742\u6027\u7684\u7b80\u5355\u8868\u793a\u3002\u540e\u7eed\u6539\u8fdb\u6700\u597d\u4f34\u968f\u7740\u76f8\u5173\u7684\u8bc4\u4f30\u6307\u6807\uff0c\u4f7f NNIP \u80fd\u591f\u901a\u8fc7\u7f29\u653e\u83b7\u5f97\u8868\u8fbe\u80fd\u529b\u6765\u5b66\u4e60\u5176\u4f59\u4fe1\u606f\u3002<\/p>\n<p>\u968f\u7740\u6570\u636e\u96c6\u7684\u4e0d\u65ad\u589e\u957f\uff0c\u5728\u5c0f\u578b\u6570\u636e\u96c6\u4e0a\u4ece\u5934\u5f00\u59cb\u8bad\u7ec3\u6a21\u578b\u53ef\u80fd\u53d8\u5f97\u6ca1\u6709\u5fc5\u8981\u3002\u867d\u7136\u7ea6\u675f\u5728\u975e\u5e38\u5c0f\u7684\u6570\u636e\u5236\u5ea6\u4e2d\u53ef\u80fd\u4f1a\u63d0\u4f9b\u4e00\u4e9b\u5e2e\u52a9\uff0c\u4f46\u4e5f\u53ef\u4ee5\u5229\u7528\u9884\u5148\u8bad\u7ec3\u7684\u5927\u578b\u6a21\u578b\u7684\u8868\u793a\u4f5c\u4e3a\u5728\u8f83\u5c0f\u6570\u636e\u96c6\u4e0a\u8fdb\u884c\u5fae\u8c03\u7684\u8d77\u70b9\u3002<\/p>\n<p>\u9664\u4e86\u4e13\u6ce8\u4e8e\u6570\u636e\u751f\u6210\u4e4b\u5916\uff0c\u5176\u4ed6\u6280\u672f\u5728 NNIP \u9886\u57df\u53ef\u80fd\u4f1a\u8d8a\u6765\u8d8a\u91cd\u8981\u3002\u5176\u4e2d\u5305\u62ec\u6a21\u578b\u84b8\u998f\u3001\u901a\u7528\u8bad\u7ec3\u548c\u63a8\u7406\u7b56\u7565\uff0c\u8fd9\u4e9b\u7b56\u7565\u4e0e\u6a21\u578b\u65e0\u5173\uff0c\u53ef\u4ee5\u5e94\u7528\u4e8e\u4efb\u4f55 NNIP\uff0c\u4ee5\u53ca\u66f4\u597d\u5730\u4e0e\u5b9e\u9a8c\u7ed3\u679c\u8054\u7cfb\u8d77\u6765\u7684\u65b9\u6cd5\u3002\u8fd9\u8868\u660e\u66f4\u5168\u9762\u7684\u7b56\u7565\u5bf9\u4e8e NNIP \u7684\u51c6\u786e\u6027\u4e0e\u6548\u7528\u6781\u4e3a\u91cd\u8981\u3002<\/p>\n<p>\u539f\u6587\u94fe\u63a5\uff1a<em>https:\/\/arxiv.org\/abs\/2410.24169<\/em><\/p>\n<p>\u76f8\u5173\u4ee3\u7801\uff1a<em>https:\/\/github.com\/ASK-Berkeley\/EScAIP<\/em><\/p>\n<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-12-20-2\" target=\"_blank\">\u8017\u65f6\u7f29\u77ed\u5341\u500d\u4ee5\u4e0a\uff0c\u5927\u89c4\u6a21AI\u65b9\u6cd5\u52a0\u901f\u539f\u5b50\u6a21\u62df\u8fdb\u7a0b\uff0c\u63a8\u52a8\u66f4\u6cdb\u7528\u7684\u7b56\u7565\u53d1\u5c55<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:\u8017\u65f6\u7f29\u77ed\u5341\u500d\u4ee5\u4e0a\uff0c\u5927\u89c4 [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":0,"comment_status":"open","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"","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":"","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":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center 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