{"id":52175,"date":"2024-08-21T20:47:43","date_gmt":"2024-08-21T12:47:43","guid":{"rendered":"https:\/\/swarma.org\/?p=52175"},"modified":"2024-08-21T20:47:43","modified_gmt":"2024-08-21T12:47:43","slug":"kan-2-0-%e9%9c%87%e6%92%bc%e5%8f%91%e5%b8%83%ef%bc%9a%e6%9e%84%e5%bb%baaiscience%e5%a4%a7%e7%bb%9f%e4%b8%80%e7%9a%84%e6%96%b0%e8%8c%83%e5%bc%8f","status":"publish","type":"post","link":"https:\/\/swarma.org\/?p=52175","title":{"rendered":"KAN 2.0 \u9707\u64bc\u53d1\u5e03\uff1a\u6784\u5efaAI+Science\u5927\u7edf\u4e00\u7684\u65b0\u8303\u5f0f"},"content":{"rendered":"
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\u597d\u5947\u5fc3\u9a71\u52a8\u7684\u79d1\u5b66\u548c\u5e94\u7528\u9a71\u52a8\u7684\u79d1\u5b66\uff0c\u5b83\u4eec\u95ee\u51fa\u7684\u95ee\u9898\u662f\u4e0d\u4e00\u6837\u7684\u3002\u4ee5 AlphaFold \u4e3a\u4f8b\uff0c\u5b83\u4e4b\u6240\u4ee5\u8fd8\u505c\u7559\u5728\u5e94\u7528\u79d1\u5b66\u9886\u57df\uff0c\u662f\u56e0\u4e3a\u5c3d\u7ba1\u5b83\u80fd\u6210\u529f\u5730\u9884\u6d4b\u86cb\u767d\u8d28\u7684\u7ed3\u6784\uff0c\u5374\u6ca1\u6709\u5728\u66f4\u672c\u8d28\u7684\u5c42\u9762\u53d1\u73b0\u4ec0\u4e48\u65b0\u77e5\u8bc6\u3002AlphaFold \u65e2\u7136\u6709\u5982\u6b64\u9ad8\u7684\u9884\u6d4b\u51c6\u786e\u7387\uff0c\u5b83\u672c\u5e94\u8be5\u53d1\u73b0\u4e86\u6211\u4eec\u8fd8\u4e0d\u77e5\u9053\u7684\u77e5\u8bc6\uff0c\u4f46\u662f\u7531\u4e8e\u5b83\u662f\u4e00\u4e2a\u9ed1\u7bb1\uff0c\u5b83\u6240\u53d1\u73b0\u7684\u77e5\u8bc6\u6211\u4eec\u4e00\u65e0\u6240\u77e5\u3002\u56e0\u6b64\uff0cKAN 2.0 \u7684\u4f5c\u8005\u4eec\u547c\u5401\u5b66\u754c\u9700\u8981\u4e00\u79cd\u65b0\u7684\u4eba\u5de5\u667a\u80fd+\u79d1\u5b66\u7684\u7814\u7a76\u8303\u5f0f\u4ee5\u652f\u6301\u597d\u5947\u5fc3\u9a71\u52a8\u7684\u79d1\u5b66\u7684\u53d1\u5c55<\/span>\u3002\u8fd9\u79cd\u7814\u7a76\u8303\u5f0f\u5bf9 AI \u5de5\u5177\u6240\u63d0\u4f9b\u7684\u4ea4\u4e92\u6027\u548c\u53ef\u89e3\u91ca\u6027\u6709\u5f88\u9ad8\u7684\u9700\u6c42\uff0c\u8fd9\u6837\u8fd9\u4e9b AI \u5de5\u5177\u624d\u80fd\u65e0\u7f1d\u6574\u5408\u5230\u79d1\u5b66\u7814\u7a76\u4e2d\u3002<\/span><\/section>\n

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\u521d\u4ee3\u7684 KAN \u5c31\u63d0\u4f9b\u4e86\u8fd9\u4e48\u4e00\u5957\u4ea4\u4e92\u5f0f\u7684\u3001\u53ef\u89e3\u91ca\u7684 AI \u5de5\u5177\uff0c\u56e0\u4e3a\u521d\u4ee3 KAN \u628a\u9ad8\u7ef4\u7684\u51fd\u6570\u5206\u89e3\u6210\u4e86\u82e5\u5e72\u4e2a\u4e00\u7ef4\u7684\u51fd\u6570\uff0c\u5bf9\u8fd9\u4e9b\u4e00\u7ef4\u51fd\u6570\u7684\u7b26\u53f7\u56de\u5f52\u5c31\u5f62\u6210\u4e86\u5bf9\u539f\u51fd\u6570\u7684\u4e00\u79cd\u89e3\u91ca\u3002\u7136\u800c\uff0c\u521d\u4ee3 KAN \u5bf9\u53ef\u89e3\u91ca\u7684\u5b9a\u4e49\u8fd8\u662f\u6709\u70b9\u72ed\u9698\uff0c\u628a\u53ef\u89e3\u91ca\u6027\u7b49\u4ef7\u4e8e\u80fd\u5426\u7528\u6570\u5b66\u7b26\u53f7\u8868\u793a\u3002\u5b9e\u9645\u4e0a\u79d1\u5b66\u4e0d\u662f\u603b\u80fd\u591f\u6216\u8005\u9700\u8981\u7528\u7b26\u53f7\u6765\u8868\u793a\u3002\u6bd4\u5982\u5316\u5b66\u548c\u751f\u7269\u7684\u95ee\u9898\uff0c\u6709\u65f6\u7528\u516c\u5f0f\u8868\u8fbe\u53cd\u800c\u8fc7\u4e8e\u590d\u6742\u3002\u5728\u8fd9\u4e9b\u9886\u57df\u4e2d\uff0c\u53d1\u73b0\u5173\u952e\u7684\u7279\u5f81\u548c\u6a21\u5757\u5316\u7684\u7ed3\u6784\u53ef\u80fd\u5c31\u591f\u4e86\u3002<\/span><\/section>\n

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KAN 2.0 \u7684\u7814\u7a76\u601d\u8def\u5982\u4e0b\u56fe\u6240\u793a\u3002\u4f5c\u8005\u5728\u7b2c\u4e8c\u8282\u63d0\u51fa\u4e86\u4e00\u4e2a\u6539\u8fdb\u7684 KAN\uff0c\u5373MultKAN\uff0c\u8fd9\u662f\u4e00\u79cd\u52a0\u5165\u4e86\u4e58\u6cd5\u64cd\u4f5c\u7684 KAN\u3002\u56e0\u4e3a\u5728\u79d1\u5b66\u4e2d\u4e58\u6cd5\u65e0\u5904\u4e0d\u5728\uff0c\u52a0\u5165\u4e58\u6cd5\u53ef\u4ee5\u5728\u8bb8\u591a\u60c5\u51b5\u8ba9\u8bad\u7ec3\u51fa\u6765\u7684KAN\u7f51\u7edc\u7ed3\u6784\u66f4\u7b80\u6d01\u3002\u521d\u4ee3\u7684 KAN \u53ef\u4ee5\u770b\u6210\u662f MultKAN \u7684\u4e00\u4e2a\u7279\u4f8b\u3002KAN 2.0 \u6b63\u6587\u4e2d\u6240\u8bf4\u7684 KAN \u90fd\u662f MultKAN\u3002\u5728\u6b64\u57fa\u7840\u4e4b\u4e0a\uff0c\u4f5c\u8005\u5728\u7b2c\u4e09\u8282\u4e3a KAN \u6ce8\u5165\u4e09\u79cd\u79d1\u5b66\u77e5\u8bc6\uff1a\u8f85\u52a9\u53d8\u91cf<\/span>\uff08\u7279\u5f81\uff09<\/span>\u3001\u6a21\u5757\u5316\u7ed3\u6784\u548c\u7b26\u53f7\u516c\u5f0f\uff0c\u8fd9\u4e2a\u8def\u5f84\u662f\u4ece\u79d1\u5b66\u5230AI <\/span>(Science for AI)<\/span>\u3002\u540c\u65f6\uff0c\u4f5c\u8005\u5728\u7b2c\u56db\u8282\u4e2d\uff0c\u53c8\u4ece KAN \u4e2d\u53d1\u73b0\u91cd\u8981\u7279\u5f81\u3001\u6a21\u5757\u5316\u7ed3\u6784\u548c\u7b26\u53f7\u516c\u5f0f\uff0c\u8fd9\u4e2a\u8def\u5f84\u662f\u4ece AI \u5230\u79d1\u5b66<\/span> (AI for Science)<\/span>\u3002\u5b8c\u6574\u7684\u6545\u4e8b\u5c31\u662f AI + Science\u3002<\/span><\/section>\n

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\u5f53\u524d AI + Science \u7684\u4e3b\u8981\u6311\u6218\u662f\uff0cAI \u548c Science \u5728\u4e3b\u6d41\u7684\u7814\u7a76\u8303\u5f0f\u4e0a\u5b58\u5728\u51b2\u7a81\u2014\u2014\u4e3b\u6d41\u7684 AI \u7684\u8fde\u63a5\u4e3b\u4e49\u7684\uff0c\u800c\u79d1\u5b66\u662f\u7b26\u53f7\u4e3b\u4e49\u7684\u3002KAN 2.0 \u6240\u63d0\u51fa\u7684 AI + Science \u7684\u7814\u7a76\u8303\u5f0f\uff0c\u5c31\u662f\u67b6\u8d77\u8fde\u63a5\u4e3b\u4e49\u548c\u7b26\u53f7\u4e3b\u4e49\u7684\u6865\u6881<\/span>\u3002\u8bba\u6587\u7684\u7b2c\u4e94\u7ae0\u63a2\u8ba8\u4e86 KAN \u5728\u5b88\u6052\u91cf\u3001\u51fd\u6570\u5bf9\u79f0\u6027\u3001\u62c9\u683c\u6717\u65e5\u51fd\u6570\u548c\u672c\u6784\u5b9a\u5f8b\u65b9\u9762\u7684\u5e94\u7528\u3002<\/span><\/section>\n

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AI+Science \u662f\u8fd1\u5e74\u5174\u8d77\u7684\u5c06\u4eba\u5de5\u667a\u80fd\u548c\u79d1\u5b66\u76f8\u7ed3\u5408\u7684\u4e00\u79cd\u8d8b\u52bf\u3002\u4e00\u65b9\u9762\u662f AI for Science\uff0c\u673a\u5668\u5b66\u4e60\u548c\u5176\u4ed6 AI \u6280\u672f\u53ef\u4ee5\u7528\u6765\u89e3\u51b3\u79d1\u5b66\u7814\u7a76\u4e2d\u7684\u95ee\u9898\uff0c\u4ece\u9884\u6d4b\u5929\u6c14\u548c\u86cb\u767d\u8d28\u7ed3\u6784\uff0c\u5230\u6a21\u62df\u661f\u7cfb\u78b0\u649e\u3001\u8bbe\u8ba1\u4f18\u5316\u6838\u805a\u53d8\u53cd\u5e94\u5806\uff0c\u751a\u81f3\u50cf\u79d1\u5b66\u5bb6\u4e00\u6837\u8fdb\u884c\u79d1\u5b66\u53d1\u73b0\uff0c\u88ab\u79f0\u4e3a\u79d1\u5b66\u53d1\u73b0\u7684\u201c\u7b2c\u4e94\u8303\u5f0f\u201d\u3002\u53e6\u4e00\u65b9\u9762\u662f Science for AI\uff0c\u79d1\u5b66\u5c24\u5176\u662f\u7269\u7406\u5b66\u4e2d\u7684\u89c4\u5f8b\u548c\u601d\u60f3\u542f\u53d1\u673a\u5668\u5b66\u4e60\u7406\u8bba\uff0c\u4e3a\u4eba\u5de5\u667a\u80fd\u7684\u53d1\u5c55\u63d0\u4f9b\u5168\u65b0\u7684\u89c6\u89d2\u548c\u65b9\u6cd5\u3002<\/span><\/section>\n

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\u96c6\u667a\u4ff1\u4e50\u90e8\u8054\u5408\u65af\u5766\u798f\u5927\u5b66\u8ba1\u7b97\u673a\u79d1\u5b66\u7cfb\u535a\u58eb\u540e\u7814\u7a76\u5458\u5434\u6cf0\u9716\uff08Jure Leskovec \u6559\u6388\u6307\u5bfc\uff09\u3001\u54c8\u4f5b\u91cf\u5b50\u8ba1\u5212\u7814\u7a76\u5458\u6248\u9e3f\u4e1a\u3001\u9ebb\u7701\u7406\u5de5\u5b66\u9662\u7269\u7406\u7cfb\u535a\u58eb\u751f\u5218\u5b50\u9e23\uff08Max Tegmark \u6559\u6388\u6307\u5bfc\uff09\uff0c\u5171\u540c\u53d1\u8d77\u4ee5\u201cAI+Science<\/a>\u201d\u4e3a\u4e3b\u9898\u7684\u8bfb\u4e66\u4f1a\uff0c\u63a2\u8ba8\u8be5\u9886\u57df\u7684\u91cd\u8981\u95ee\u9898\uff0c\u5171\u5b66\u5171\u7814\u76f8\u5173\u6587\u732e\u3002\u8bfb\u4e66\u4f1a\u5df2\u5b8c\u7ed3\uff0c\u73b0\u5728\u62a5\u540d\u53ef\u52a0\u5165\u793e\u7fa4\u5e76\u89e3\u9501\u56de\u653e\u89c6\u9891\u6743\u9650\u3002<\/span><\/span><\/section>\n

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\u8be6\u60c5\u8bf7\u89c1\uff1a<\/span><\/section>\n
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\u63a8\u8350\u9605\u8bfb<\/span><\/strong><\/strong><\/strong><\/section>\n
1. <\/strong>KAN\u4e00\u4f5c\u5218\u5b50\u9e23\u76f4\u64ad\u603b\u7ed3\uff1aKAN\u7684\u80fd\u529b\u8fb9\u754c\u548c\u5f85\u89e3\u51b3\u7684\u95ee\u9898<\/a><\/strong><\/span><\/section>\n
2. <\/strong>\u65e0\u5fc3\u63d2\u67f3\uff1a\u82cf\u8054\u6570\u5b66\u5bb6\u67ef\u5c14\u83ab\u54e5\u6d1b\u592b\u4e0e\u795e\u7ecf\u7f51\u7edc\u7684\u65b0\u751f<\/a><\/strong><\/strong><\/span><\/section>\n
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3. <\/strong>\u63a2\u7d22\u201cAI \u5927\u7edf\u4e00\u7406\u8bba\u201d\uff1a\u79d1\u5b66\u542f\u53d1\u7684\u673a\u5668\u5b66\u4e60\u7406\u8bba<\/a><\/strong><\/span><\/strong><\/section>\n
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4. <\/strong><\/span>\u5f20\u6c5f\uff1a\u7b2c\u4e09\u4ee3\u4eba\u5de5\u667a\u80fd\u6280\u672f\u57fa\u7840\u2014\u2014\u4ece\u53ef\u5fae\u5206\u7f16\u7a0b\u5230\u56e0\u679c\u63a8\u7406 | \u96c6\u667a\u5b66\u56ed\u5168\u65b0\u8bfe\u7a0b<\/a><\/strong><\/strong><\/span><\/section>\n
<\/strong>5.<\/strong> \u9f99\u5e74\u5927\u8fd0\u8d77\uff0c\u5b66\u4e60\u6b63\u5f53\u65f6\uff01\u89e3\u9501\u96c6\u667a\u5168\u7ad9\u5185\u5bb9\uff0c\u5f00\u542f\u65b0\u5e74\u5b66\u4e60\u8ba1\u5212<\/a><\/strong><\/strong><\/strong><\/strong><\/span><\/strong><\/strong><\/section>\n

6. <\/strong>\u52a0\u5165\u96c6\u667a\uff0c\u4e00\u8d77\u590d\u6742\uff01<\/strong><\/span><\/a><\/p>\n


<\/p>\n


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\u70b9\u51fb\u201c\u9605\u8bfb\u539f\u6587\u201d\uff0c\u62a5\u540d\u8bfb\u4e66\u4f1a<\/span><\/section>\n

<\/mp-style-type><\/p>\n<\/div>\n","protected":false},"excerpt":{"rendered":"

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