{"id":5753,"date":"2025-06-04T03:47:25","date_gmt":"2025-06-03T19:47:25","guid":{"rendered":"https:\/\/infernews.com\/?page_id=5753"},"modified":"2025-06-19T00:11:29","modified_gmt":"2025-06-18T16:11:29","slug":"google-deepmind-alphaevolve","status":"publish","type":"page","link":"https:\/\/infernews.com\/blog\/google-deepmind-alphaevolve\/","title":{"rendered":"AlphaEvolve \u4ecb\u7d39 &#8211; Google DeepMind"},"content":{"rendered":"<figure class=\"wp-block-embed-youtube wp-block-embed is-type-video is-provider-youtube wp-embed-aspect-16-9 wp-has-aspect-ratio\"><div class=\"lyte-wrapper\" title=\"AlphaEvolve \u7121\u9650\u667a\u6167 - \u8b93 AI \u81ea\u5df1\u505a\u79d1\u5b78\u7814\u7a76\u8207\u6f14\u7b97\u6cd5\u8a2d\u8a08\u7684\u7cfb\u7d71 - Google Deepmind A.I.\" style=\"width:853px;max-width:100%;margin:5px auto;\"><div class=\"lyMe\" id=\"WYL_qMIJP9BQbZU\" itemprop=\"video\" itemscope itemtype=\"https:\/\/schema.org\/VideoObject\"><div><meta itemprop=\"thumbnailUrl\" content=\"https:\/\/infernews.com\/blog\/wp-content\/plugins\/wp-youtube-lyte\/lyteCache.php?origThumbUrl=https%3A%2F%2Fi.ytimg.com%2Fvi%2FqMIJP9BQbZU%2Fhqdefault.jpg\" \/><meta itemprop=\"embedURL\" content=\"https:\/\/www.youtube.com\/embed\/qMIJP9BQbZU\" \/><meta itemprop=\"duration\" content=\"PT6M9S\" \/><meta itemprop=\"uploadDate\" content=\"2025-06-18T14:44:49Z\" \/><\/div><meta itemprop=\"accessibilityFeature\" content=\"captions\" \/><div id=\"lyte_qMIJP9BQbZU\" data-src=\"https:\/\/infernews.com\/blog\/wp-content\/plugins\/wp-youtube-lyte\/lyteCache.php?origThumbUrl=https%3A%2F%2Fi.ytimg.com%2Fvi%2FqMIJP9BQbZU%2Fhqdefault.jpg\" class=\"pL\"><div class=\"tC\"><div class=\"tT\" itemprop=\"name\">AlphaEvolve \u7121\u9650\u667a\u6167 - \u8b93 AI \u81ea\u5df1\u505a\u79d1\u5b78\u7814\u7a76\u8207\u6f14\u7b97\u6cd5\u8a2d\u8a08\u7684\u7cfb\u7d71 - Google Deepmind A.I.<\/div><\/div><div class=\"play\"><\/div><div class=\"ctrl\"><div class=\"Lctrl\"><\/div><div class=\"Rctrl\"><\/div><\/div><\/div><noscript><a href=\"https:\/\/youtu.be\/qMIJP9BQbZU\" rel=\"nofollow\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/infernews.com\/blog\/wp-content\/plugins\/wp-youtube-lyte\/lyteCache.php?origThumbUrl=https%3A%2F%2Fi.ytimg.com%2Fvi%2FqMIJP9BQbZU%2F0.jpg\" alt=\"AlphaEvolve \u7121\u9650\u667a\u6167 - \u8b93 AI \u81ea\u5df1\u505a\u79d1\u5b78\u7814\u7a76\u8207\u6f14\u7b97\u6cd5\u8a2d\u8a08\u7684\u7cfb\u7d71 - Google Deepmind A.I.\" width=\"853\" height=\"460\" \/><br \/>Watch this video on YouTube<\/a><\/noscript><meta itemprop=\"description\" content=\"AlphaEvolve \u88ab\u5b9a\u4f4d\u70ba\u8b93 AI \u81ea\u5df1\u505a\u79d1\u5b78\u7814\u7a76\u8207\u6f14\u7b97\u6cd5\u8a2d\u8a08\u7684\u7cfb\u7d71\uff0c\u800c\u4e0d\u53ea\u662f\u8f14\u52a9\u4eba\u985e\u5beb\u7a0b\u5f0f\u6216\u8abf\u53c3\u3002 AlphaEvolve \u4ee3\u8868\u4e86 AI \u5728\u81ea\u4e3b\u79d1\u5b78\u767c\u73fe\u548c\u6f14\u7b97\u6cd5\u5275\u65b0\u65b9\u9762\u7684\u4e00\u500b\u91cd\u5927\u9032\u6b65\u3002\u5b83\u4e0d\u518d\u50c5\u50c5\u662f\u4e00\u500b\u8f14\u52a9\u5de5\u5177\uff0c\u800c\u662f\u80fd\u5920\u81ea\u52d5\u63a2\u7d22\u3001\u8a2d\u8a08\u4e26\u6539\u9032\u8907\u96dc\u6f14\u7b97\u6cd5\u7684\u300c\u5171\u540c\u5275\u9020\u8005\u300d\uff0c\u70ba\u89e3\u6c7a\u672a\u4f86\u7684\u79d1\u5b78\u548c\u5de5\u7a0b\u6311\u6230\u63d0\u4f9b\u4e86\u5f37\u5927\u7684\u65b0\u65b9\u6cd5\u3002 \u5168 AI \u5f71\u7247\u88fd\u4f5c AlphaEvolve - https:\/\/deepmind.google\/discover\/blog\/alphaevolve-a-gemini-powered-coding-agent-for-designing-advanced-algorithms\/\"><\/div><\/div><div class=\"lL\" style=\"max-width:100%;width:853px;margin:5px auto;\"><\/div><figcaption><\/figcaption><\/figure>\n\n\n\n    <div class=\"container\">\n        <section id=\"introduction\" class=\"main-content\">\n            <h2><span aria-hidden=\"true\">\ud83e\uddec<\/span> \u7c21\u4ecb (Introduction)<\/h2>\n            <p><strong>AlphaEvolve<\/strong> \u662f Google DeepMind \u958b\u767c\u7684\u4e00\u9805\u5c16\u7aef\u4eba\u5de5\u667a\u80fd\u6280\u8853\uff0c\u5176\u6838\u5fc3\u76ee\u6a19\u662f\u5229\u7528\u6f14\u5316\u8a08\u7b97 (Evolutionary Computation) \u7684\u539f\u7406\uff0c\u4e26\u7d50\u5408\u6df1\u5ea6\u5b78\u7fd2 (Deep Learning) \u7684\u5f37\u5927\u80fd\u529b\uff0c\u4f86\u81ea\u52d5\u5316\u5730\u767c\u73fe\u3001\u8a2d\u8a08\u548c\u512a\u5316\u65b0\u7684\u6f14\u7b97\u6cd5\u6216\u8907\u96dc\u6a21\u578b\u7d50\u69cb\u3002<\/p>\n            <p>\u50b3\u7d71\u4e0a\uff0c\u958b\u767c\u9ad8\u6548\u80fd\u6f14\u7b97\u6cd5\u6216\u8a2d\u8a08\u6700\u4f73\u7684\u795e\u7d93\u7db2\u8def\u67b6\u69cb\uff0c\u5f80\u5f80\u9700\u8981\u4f9d\u8cf4\u9818\u57df\u5c08\u5bb6\u7684\u6df1\u539a\u77e5\u8b58\u3001\u76f4\u89ba\u4ee5\u53ca\u5927\u91cf\u7684\u8a66\u8aa4\u904e\u7a0b\u3002AlphaEvolve \u65e8\u5728\u7a81\u7834\u9019\u4e00\u9650\u5236\uff0c\u900f\u904e\u6a21\u64ec\u751f\u7269\u754c\u7684\u6f14\u5316\u904e\u7a0b\uff0c\u8b93 AI \u7cfb\u7d71\u80fd\u5920\u81ea\u4e3b\u63a2\u7d22\u66f4\u5ee3\u95ca\u7684\u8a2d\u8a08\u7a7a\u9593\uff0c\u5f9e\u800c\u7522\u751f\u51fa\u8d85\u8d8a\u50b3\u7d71\u4eba\u529b\u8a2d\u8a08\u7684\u5275\u65b0\u4e14\u9ad8\u6548\u7684\u89e3\u6c7a\u65b9\u6848\u3002<\/p>\n        <\/section>\n\n        <hr>\n\n        <section id=\"how-it-works\" class=\"main-content\">\n            <h2><span aria-hidden=\"true\">\u2699\ufe0f<\/span> \u904b\u4f5c\u539f\u7406 (How It Works)<\/h2>\n            <p>AlphaEvolve \u7684\u904b\u4f5c\u6a5f\u5236\u57fa\u65bc\u6f14\u5316\u7b97\u6cd5\u7684\u6838\u5fc3\u601d\u60f3\uff0c\u5373\u300c\u9069\u8005\u751f\u5b58\u3001\u512a\u52dd\u52a3\u6c70\u300d\u3002\u96d6\u7136 Google DeepMind \u53ef\u80fd\u6709\u5176\u7368\u7279\u7684\u5be6\u73fe\u7d30\u7bc0\uff0c\u4f46\u5176\u57fa\u672c\u539f\u7406\u901a\u5e38\u5305\u542b\u4ee5\u4e0b\u5e7e\u500b\u95dc\u9375\u968e\u6bb5\uff1a<\/p>\n            <ul>\n                <li><strong>\u8868\u793a\u65b9\u5f0f (Representation):<\/strong> \u9996\u5148\uff0c\u9700\u8981\u5b9a\u7fa9\u4e00\u7a2e\u65b9\u5f0f\u4f86\u8868\u793a\u6f14\u7b97\u6cd5\u6216\u6a21\u578b\u7d50\u69cb\uff0c\u4f7f\u5176\u80fd\u5920\u88ab\u6f14\u5316\u904e\u7a0b\u6240\u64cd\u4f5c\u3002\u9019\u53ef\u80fd\u6d89\u53ca\u5230\u5c07\u6f14\u7b97\u6cd5\u6b65\u9a5f\u3001\u6a21\u578b\u7d44\u4ef6\u6216\u53c3\u6578\u7de8\u78bc\u6210\u4e00\u7a2e\u300c\u57fa\u56e0\u578b\u300d(genotype)\u3002<\/li>\n                <li><strong>\u65cf\u7fa4\u521d\u59cb\u5316 (Population Initialization):<\/strong> \u7cfb\u7d71\u6703\u5275\u5efa\u4e00\u500b\u5305\u542b\u591a\u500b\u5019\u9078\u89e3\u6c7a\u65b9\u6848\uff08\u7a31\u70ba\u300c\u500b\u9ad4\u300d\uff09\u7684\u521d\u59cb\u65cf\u7fa4\u3002\u9019\u4e9b\u521d\u59cb\u500b\u9ad4\u53ef\u4ee5\u662f\u96a8\u6a5f\u751f\u6210\u7684\uff0c\u4e5f\u53ef\u4ee5\u57fa\u65bc\u4e00\u4e9b\u5df2\u77e5\u7684\u6709\u6548\u7d44\u4ef6\u6216\u57fa\u790e\u7d50\u69cb\u3002<\/li>\n                <li><strong>\u9069\u61c9\u5ea6\u8a55\u4f30 (Fitness Evaluation):<\/strong> \u65cf\u7fa4\u4e2d\u7684\u6bcf\u4e00\u500b\u9ad4\u90fd\u6703\u5728\u5176\u76ee\u6a19\u4efb\u52d9\u4e0a\u9032\u884c\u6e2c\u8a66\u548c\u8a55\u4f30\uff0c\u4ee5\u91cf\u5316\u5176\u6548\u80fd\u6216\u300c\u9069\u61c9\u5ea6\u300d\u3002\u4f8b\u5982\uff0c\u5c0d\u65bc\u4e00\u500b\u6392\u5e8f\u6f14\u7b97\u6cd5\uff0c\u9069\u61c9\u5ea6\u53ef\u4ee5\u662f\u5176\u6392\u5e8f\u901f\u5ea6\u548c\u8cc7\u6e90\u6d88\u8017\uff1b\u5c0d\u65bc\u4e00\u500b\u5716\u50cf\u8fa8\u8b58\u6a21\u578b\uff0c\u9069\u61c9\u5ea6\u53ef\u80fd\u662f\u5176\u6e96\u78ba\u7387\u548c\u63a8\u8ad6\u6642\u9593\u3002DeepMind \u901a\u5e38\u6703\u5229\u7528\u5927\u898f\u6a21\u8a08\u7b97\u8cc7\u6e90\u4f86\u9ad8\u6548\u5730\u5b8c\u6210\u6b64\u8a55\u4f30\u904e\u7a0b\u3002<\/li>\n                <li><strong>\u9078\u64c7 (Selection):<\/strong> \u6839\u64da\u9069\u61c9\u5ea6\u8a55\u4f30\u7684\u7d50\u679c\uff0c\u7cfb\u7d71\u6703\u9078\u64c7\u8868\u73fe\u8f03\u597d\u7684\u500b\u9ad4\u4f5c\u70ba\u300c\u89aa\u4ee3\u300d\u4f86\u7522\u751f\u4e0b\u4e00\u4ee3\u3002\u9069\u61c9\u5ea6\u9ad8\u7684\u500b\u9ad4\u66f4\u6709\u53ef\u80fd\u88ab\u9078\u4e2d\uff0c\u5f9e\u800c\u5c07\u5176\u512a\u826f\u7279\u6027\u50b3\u905e\u4e0b\u53bb\u3002<\/li>\n                <li><strong>\u6f14\u5316\u7b97\u5b50 (Evolutionary Operators &#8211; Mutation and Crossover):<\/strong>\n                    <ul>\n                        <li><strong>\u7a81\u8b8a (Mutation):<\/strong> \u5c0d\u9078\u51fa\u7684\u89aa\u4ee3\u500b\u9ad4\u9032\u884c\u96a8\u6a5f\u7684\u3001\u5fae\u5c0f\u7684\u4fee\u6539\uff0c\u4ee5\u5728\u5176\u300c\u57fa\u56e0\u300d\u4e2d\u5f15\u5165\u65b0\u7684\u8b8a\u7570\u3002\u9019\u6709\u52a9\u65bc\u63a2\u7d22\u65b0\u7684\u3001\u672a\u66fe\u9810\u898b\u7684\u89e3\u6c7a\u65b9\u6848\uff0c\u907f\u514d\u904e\u65e9\u6536\u6582\u5230\u5c40\u90e8\u6700\u512a\u3002\u4f8b\u5982\uff0c\u5728\u795e\u7d93\u7db2\u8def\u7684\u6f14\u5316\u4e2d\uff0c\u7a81\u8b8a\u53ef\u80fd\u5305\u62ec\u6539\u8b8a\u5c64\u7684\u985e\u578b\u3001\u589e\u52a0\/\u522a\u9664\u795e\u7d93\u5143\u3001\u8abf\u6574\u5b78\u7fd2\u7387\u7b49\u3002<\/li>\n                        <li><strong>\u4ea4\u53c9 (Crossover \/ Recombination):<\/strong> \u9078\u64c7\u5169\u500b\u6216\u591a\u500b\u89aa\u4ee3\u500b\u9ad4\uff0c\u5c07\u5b83\u5011\u7684\u300c\u57fa\u56e0\u300d\u7247\u6bb5\u9032\u884c\u4ea4\u63db\u548c\u91cd\u7d44\uff0c\u5f9e\u800c\u7522\u751f\u65b0\u7684\u5b50\u4ee3\u500b\u9ad4\u3002\u9019\u500b\u904e\u7a0b\u65e8\u5728\u7d50\u5408\u4e0d\u540c\u512a\u79c0\u89aa\u4ee3\u7684\u6709\u76ca\u7279\u5fb5\uff0c\u5275\u9020\u51fa\u6f5b\u5728\u66f4\u5f37\u7684\u5f8c\u4ee3\u3002<\/li>\n                    <\/ul>\n                <\/li>\n                <li><strong>\u65cf\u7fa4\u66f4\u65b0 (Population Update \/ Replacement):<\/strong> \u65b0\u7522\u751f\u7684\u5b50\u4ee3\u500b\u9ad4\u6703\u88ab\u7528\u4f86\u66ff\u63db\u820a\u65cf\u7fa4\u4e2d\u9069\u61c9\u5ea6\u8f03\u4f4e\u7684\u500b\u9ad4\uff0c\u6216\u8005\u8207\u7236\u4ee3\u5171\u540c\u7af6\u722d\uff0c\u5f62\u6210\u65b0\u4e00\u4ee3\u7684\u65cf\u7fa4\u3002<\/li>\n                <li><strong>\u8fed\u4ee3\u8207\u7d42\u6b62 (Iteration and Termination):<\/strong> \u4e0a\u8ff0\u7684\u8a55\u4f30\u3001\u9078\u64c7\u3001\u7a81\u8b8a\u3001\u4ea4\u53c9\u548c\u66f4\u65b0\u904e\u7a0b\u6703\u8fed\u4ee3\u9032\u884c\u591a\u4ee3\u3002\u6f14\u5316\u904e\u7a0b\u6703\u6301\u7e8c\u9032\u884c\uff0c\u76f4\u5230\u6eff\u8db3\u9810\u8a2d\u7684\u7d42\u6b62\u689d\u4ef6\uff0c\u4f8b\u5982\u9054\u5230\u67d0\u500b\u6548\u80fd\u95be\u503c\u3001\u6f14\u5316\u4ee3\u6578\u9054\u5230\u4e0a\u9650\uff0c\u6216\u8005\u65cf\u7fa4\u7684\u6574\u9ad4\u9069\u61c9\u5ea6\u4e0d\u518d\u6709\u986f\u8457\u63d0\u5347\u3002<\/li>\n            <\/ul>\n            <p>Google DeepMind \u5728 AlphaEvolve \u4e2d\u5f88\u53ef\u80fd\u6703\u6574\u5408\u5176\u5728<strong>\u5f37\u5316\u5b78\u7fd2 (Reinforcement Learning)<\/strong> \u65b9\u9762\u7684\u5c08\u9577\uff0c\u4f8b\u5982\u4f7f\u7528\u5f37\u5316\u5b78\u7fd2\u4ee3\u7406\u4f86\u5f15\u5c0e\u6f14\u5316\u7b97\u5b50\u7684\u9078\u64c7\u6216\u6307\u5c0e\u641c\u7d22\u65b9\u5411\uff0c\u5f9e\u800c\u66f4\u6709\u6548\u7387\u5730\u5728\u5de8\u5927\u7684\u6f5b\u5728\u89e3\u6c7a\u65b9\u6848\u7a7a\u9593\u4e2d\u9032\u884c\u63a2\u7d22\u3002\u6b64\u5916\uff0c<strong>\u5927\u898f\u6a21\u5206\u6563\u5f0f\u8a08\u7b97<\/strong>\u4e5f\u662f\u652f\u6490\u9019\u985e\u8907\u96dc\u6f14\u5316\u904e\u7a0b\u7684\u95dc\u9375\u57fa\u790e\u8a2d\u65bd\u3002<\/p>\n            <p>AlphaEvolve \u7684\u5177\u9ad4\u5be6\u73fe\u65b9\u5f0f\uff0c\u4f8b\u5982\u5176\u5982\u4f55\u7cbe\u78ba\u5730\u8868\u793a\u6f14\u7b97\u6cd5\u3001\u4f7f\u7528\u54ea\u4e9b\u7279\u5b9a\u7684\u7a81\u8b8a\u548c\u4ea4\u53c9\u7b97\u5b50\u3001\u4ee5\u53ca\u5982\u4f55\u9ad8\u6548\u8a55\u4f30\u5927\u91cf\u5019\u9078\u65b9\u6848\u7b49\uff0c\u662f\u5176\u6838\u5fc3\u5275\u65b0\u6240\u5728\uff0c\u76f8\u95dc\u7d30\u7bc0\u901a\u5e38\u6703\u5728\u5b98\u65b9\u767c\u5e03\u7684\u7814\u7a76\u8ad6\u6587\u4e2d\u6709\u6240\u95e1\u8ff0\u3002<\/p>\n        <\/section>\n\n        <hr>\n\n        <section id=\"applications\" class=\"main-content\">\n            <h2><span aria-hidden=\"true\">\ud83d\ude80<\/span> \u6f5b\u5728\u61c9\u7528 (Potential Applications)<\/h2>\n            <p>AlphaEvolve \u9019\u985e\u81ea\u52d5\u5316\u6f14\u7b97\u6cd5\u767c\u73fe\u8207\u512a\u5316\u6280\u8853\uff0c\u5728\u773e\u591a\u79d1\u5b78\u8207\u5de5\u7a0b\u9818\u57df\u90fd\u5c55\u73fe\u51fa\u5de8\u5927\u7684\u61c9\u7528\u6f5b\u529b\uff1a<\/p>\n            <ul>\n                <li><strong>\u81ea\u52d5\u5316\u6a5f\u5668\u5b78\u7fd2 (AutoML):<\/strong> \u81ea\u52d5\u8a2d\u8a08\u548c\u5fae\u8abf\u8907\u96dc\u7684\u6a5f\u5668\u5b78\u7fd2\u6a21\u578b\uff0c\u7279\u5225\u662f\u6df1\u5ea6\u795e\u7d93\u7db2\u7d61\u7684\u67b6\u69cb (Neural Architecture Search &#8211; NAS)\uff0c\u4ee5\u9069\u61c9\u5404\u7a2e\u4e0d\u540c\u7684\u6578\u64da\u96c6\u548c\u4efb\u52d9\u9700\u6c42\uff0c\u4f8b\u5982\u5716\u50cf\u8b58\u5225\u3001\u81ea\u7136\u8a9e\u8a00\u8655\u7406\u3001\u8a9e\u97f3\u8fa8\u8b58\u7b49\u3002<\/li>\n                <li><strong>\u57fa\u790e\u6f14\u7b97\u6cd5\u5275\u65b0:<\/strong> \u63a2\u7d22\u548c\u767c\u73fe\u5168\u65b0\u7684\u3001\u53ef\u80fd\u5728\u6548\u7387\u6216\u6027\u80fd\u4e0a\u8d85\u8d8a\u73fe\u6709\u7d93\u5178\u6f14\u7b97\u6cd5\u7684\u8a08\u7b97\u65b9\u6cd5\uff0c\u61c9\u7528\u65bc\u5982\u6392\u5e8f\u3001\u641c\u7d22\u3001\u5716\u5f62\u8655\u7406\u3001\u7d44\u5408\u512a\u5316\u7b49\u6838\u5fc3\u8a08\u7b97\u554f\u984c\u3002<\/li>\n                <li><strong>\u79d1\u5b78\u767c\u73fe:<\/strong> \u5728\u6750\u6599\u79d1\u5b78\u4e2d\u767c\u73fe\u65b0\u6750\u6599\u7279\u6027\u3001\u5728\u85e5\u7269\u7814\u767c\u4e2d\u5c0b\u627e\u65b0\u7684\u5206\u5b50\u7d50\u69cb\u3001\u5728\u57fa\u56e0\u9ad4\u5b78\u4e2d\u5206\u6790\u8907\u96dc\u7684\u907a\u50b3\u6a21\u5f0f\uff0c\u52a0\u901f\u79d1\u5b78\u7814\u7a76\u7684\u9032\u7a0b\u3002<\/li>\n                <li><strong>\u6a5f\u5668\u4eba\u8207\u63a7\u5236\u7cfb\u7d71:<\/strong> \u9032\u5316\u51fa\u66f4\u512a\u8d8a\u3001\u66f4\u5177\u9069\u61c9\u6027\u7684\u6a5f\u5668\u4eba\u884c\u70ba\u63a7\u5236\u7b56\u7565\u6216\u5de5\u696d\u63a7\u5236\u7cfb\u7d71\u7684\u512a\u5316\u7b97\u6cd5\u3002<\/li>\n                <li><strong>\u904a\u6232 AI \u958b\u767c:<\/strong> \u5275\u9020\u51fa\u66f4\u667a\u80fd\u3001\u66f4\u96e3\u4ee5\u9810\u6e2c\u4e14\u66f4\u5177\u6311\u6230\u6027\u7684\u904a\u6232\u4eba\u5de5\u667a\u6167\u4ee3\u7406\u3002<\/li>\n                <li><strong>\u8907\u96dc\u7cfb\u7d71\u512a\u5316:<\/strong> \u81ea\u52d5\u8abf\u6574\u548c\u512a\u5316\u5927\u898f\u6a21\u8907\u96dc\u7cfb\u7d71\u7684\u904b\u884c\u53c3\u6578\u548c\u914d\u7f6e\uff0c\u4f8b\u5982\u96fb\u8166\u64cd\u4f5c\u7cfb\u7d71\u7684\u8abf\u5ea6\u7b56\u7565\u3001\u8cc7\u6599\u5eab\u67e5\u8a62\u512a\u5316\u5668\u3001\u6216\u662f\u901a\u8a0a\u7db2\u8def\u7684\u8def\u7531\u5354\u8b70\u3002<\/li>\n                <li><strong>\u7a0b\u5f0f\u78bc\u751f\u6210\u8207\u512a\u5316:<\/strong> \u63a2\u7d22\u81ea\u52d5\u751f\u6210\u7279\u5b9a\u529f\u80fd\u7684\u7a0b\u5f0f\u78bc\u7247\u6bb5\uff0c\u6216\u5c0d\u73fe\u6709\u7a0b\u5f0f\u78bc\u9032\u884c\u512a\u5316\u4ee5\u63d0\u9ad8\u57f7\u884c\u6548\u7387\u6216\u964d\u4f4e\u8cc7\u6e90\u6d88\u8017\u7684\u53ef\u80fd\u6027\u3002<\/li>\n            <\/ul>\n        <\/section>\n\n        <hr>\n\n        <section id=\"significance\" class=\"main-content\">\n            <h2><span aria-hidden=\"true\">\ud83c\udf1f<\/span> \u91cd\u8981\u6027 (Significance)<\/h2>\n            <p>AlphaEvolve \u53ca\u5176\u80cc\u5f8c\u7684\u6f14\u5316\u601d\u60f3\u5c0d\u65bc\u4eba\u5de5\u667a\u80fd\u7684\u767c\u5c55\u5177\u6709\u6df1\u9060\u7684\u610f\u7fa9\uff1a<\/p>\n            <ul>\n                <li><strong>\u964d\u4f4e\u5c08\u696d\u9580\u6abb:<\/strong> \u6709\u6f5b\u529b\u964d\u4f4e\u8a2d\u8a08\u9802\u5c16\u6f14\u7b97\u6cd5\u548c\u6a21\u578b\u5c0d\u4eba\u985e\u9802\u7d1a\u5c08\u5bb6\u7684\u6975\u5ea6\u4f9d\u8cf4\uff0c\u4f7f\u66f4\u5ee3\u6cdb\u7684\u7814\u7a76\u8005\u548c\u958b\u767c\u8005\u80fd\u5920\u7372\u5f97\u9ad8\u6548\u80fd\u7684\u89e3\u6c7a\u65b9\u6848\u3002<\/li>\n                <li><strong>\u7a81\u7834\u4eba\u985e\u8a8d\u77e5\u5c40\u9650:<\/strong> AI \u900f\u904e\u6f14\u5316\u53ef\u80fd\u6703\u767c\u73fe\u4e00\u4e9b\u53cd\u76f4\u89ba\u4f46\u6975\u5176\u6709\u6548\u7684\u89e3\u6c7a\u65b9\u6848\uff0c\u9019\u4e9b\u65b9\u6848\u53ef\u80fd\u8d85\u51fa\u4e86\u4eba\u985e\u8a2d\u8a08\u5e2b\u7684\u5e38\u898f\u601d\u7dad\u6a21\u5f0f\u3002<\/li>\n                <li><strong>\u52a0\u901f\u5275\u65b0\u9031\u671f:<\/strong> \u81ea\u52d5\u5316\u7684\u641c\u7d22\u548c\u512a\u5316\u904e\u7a0b\u80fd\u5920\u986f\u8457\u7e2e\u77ed\u65b0\u6f14\u7b97\u6cd5\u3001\u65b0\u6a21\u578b\u67b6\u69cb\u4ee5\u53ca\u65b0\u6280\u8853\u89e3\u6c7a\u65b9\u6848\u7684\u7814\u767c\u9031\u671f\u3002<\/li>\n                <li><strong>\u61c9\u5c0d\u65e5\u76ca\u589e\u52a0\u7684\u8907\u96dc\u6027:<\/strong> \u5c0d\u65bc\u90a3\u4e9b\u7d50\u69cb\u6975\u5176\u8907\u96dc\u3001\u4ea4\u4e92\u95dc\u4fc2\u773e\u591a\u3001\u4eba\u985e\u96e3\u4ee5\u5168\u9762\u5206\u6790\u548c\u512a\u5316\u7684\u554f\u984c\uff0cAlphaEvolve \u63d0\u4f9b\u4e86\u4e00\u7a2e\u5f37\u5927\u7684\u81ea\u52d5\u5316\u63a2\u7d22\u5de5\u5177\u3002<\/li>\n                <li><strong>\u63a8\u52d5\u300cAI \u79d1\u5b78\u5bb6\u300d\u7684\u9858\u666f:<\/strong> \u9019\u662f\u5411\u8457 AI \u7cfb\u7d71\u4e0d\u50c5\u80fd\u5b78\u7fd2\u548c\u61c9\u7528\u77e5\u8b58\uff0c\u66f4\u80fd\u81ea\u4e3b\u5275\u9020\u65b0\u77e5\u8b58\u3001\u767c\u73fe\u65b0\u898f\u5f8b\u7684\u300cAI \u79d1\u5b78\u5bb6\u300d\u9858\u666f\u9081\u51fa\u7684\u91cd\u8981\u4e00\u6b65\u3002<\/li>\n                <li><strong>\u555f\u767c\u65b0\u7684\u8a08\u7b97\u5178\u7bc4:<\/strong> \u6f14\u5316\u8a08\u7b97\u8207\u6df1\u5ea6\u5b78\u7fd2\u7684\u7d50\u5408\uff0c\u53ef\u80fd\u70ba\u89e3\u6c7a\u66f4\u5ee3\u6cdb\u7684\u8a08\u7b97\u6311\u6230\u63d0\u4f9b\u65b0\u7684\u601d\u8def\u548c\u65b9\u6cd5\u8ad6\u3002<\/li>\n            <\/ul>\n        <\/section>\n\n        <hr>\n\n        <section id=\"related-technologies\" class=\"main-content\">\n            <h2><span aria-hidden=\"true\">\ud83d\udd17<\/span> \u76f8\u95dc\u6280\u8853 (Related Technologies)<\/h2>\n            <p>AlphaEvolve \u7684\u6210\u529f\uff0c\u96e2\u4e0d\u958b\u4ee5\u4e0b\u591a\u500b\u8a08\u7b97\u6a5f\u79d1\u5b78\u548c\u4eba\u5de5\u667a\u80fd\u9818\u57df\u7684\u5805\u5be6\u57fa\u790e\u8207\u4ea4\u53c9\u878d\u5408\uff1a<\/p>\n            <ul>\n                <li><strong>\u6f14\u5316\u8a08\u7b97 (Evolutionary Computation):<\/strong> \u9019\u662f AlphaEvolve \u7684\u6838\u5fc3\u7406\u8ad6\u57fa\u790e\uff0c\u5305\u542b\u4e86\u907a\u50b3\u7b97\u6cd5 (Genetic Algorithms, GA)\u3001\u907a\u50b3\u7de8\u7a0b (Genetic Programming, GP)\u3001\u6f14\u5316\u7b56\u7565 (Evolution Strategies, ES)\u3001\u4ee5\u53ca\u5176\u4ed6\u5982\u5dee\u5206\u6f14\u5316 (Differential Evolution) \u7b49\u591a\u7a2e\u6f14\u5316\u555f\u767c\u5f0f\u7b97\u6cd5\u3002<\/li>\n                <li><strong>\u795e\u7d93\u67b6\u69cb\u641c\u7d22 (Neural Architecture Search &#8211; NAS):<\/strong> \u9019\u662f\u6f14\u5316\u8a08\u7b97\u5728\u6df1\u5ea6\u5b78\u7fd2\u9818\u57df\u7684\u4e00\u500b\u91cd\u8981\u61c9\u7528\u5206\u652f\uff0c\u5c08\u6ce8\u65bc\u81ea\u52d5\u5316\u8a2d\u8a08\u795e\u7d93\u7db2\u7d61\u7684\u62d3\u64b2\u7d50\u69cb\u548c\u8d85\u53c3\u6578\u3002AlphaEvolve \u5f88\u53ef\u80fd\u5305\u542b\u4e86\u5148\u9032\u7684 NAS \u6280\u8853\u3002<\/li>\n                <li><strong>\u5f37\u5316\u5b78\u7fd2 (Reinforcement Learning &#8211; RL):<\/strong> RL \u53ef\u4ee5\u7528\u65bc\u6307\u5c0e\u6f14\u5316\u904e\u7a0b\u4e2d\u7684\u641c\u7d22\u7b56\u7565\uff0c\u4f8b\u5982\uff0c\u8a13\u7df4\u4e00\u500b RL \u4ee3\u7406\u4f86\u6c7a\u5b9a\u5982\u4f55\u61c9\u7528\u7a81\u8b8a\u6216\u4ea4\u53c9\u64cd\u4f5c\uff0c\u6216\u8005\u8a55\u4f30\u4e0d\u540c\u6f14\u5316\u8def\u5f91\u7684\u6f5b\u5728\u50f9\u503c\u3002DeepMind \u5728 RL \u9818\u57df\u64c1\u6709\u4e16\u754c\u9818\u5148\u7684\u6280\u8853\uff08\u5982 AlphaGo, AlphaZero, AlphaStar\uff09\u3002<\/li>\n                <li><strong>\u5143\u5b78\u7fd2 (Meta-Learning \/ Learning to Learn):<\/strong> \u8b93 AI \u7cfb\u7d71\u5b78\u7fd2\u5982\u4f55\u66f4\u6709\u6548\u5730\u5b78\u7fd2\uff0c\u6216\u8005\u5b78\u7fd2\u5982\u4f55\u8a2d\u8a08\u66f4\u597d\u7684\u5b78\u7fd2\u7b97\u6cd5\/\u6a21\u578b\u3002AlphaEvolve \u672c\u8eab\u53ef\u4ee5\u88ab\u8996\u70ba\u4e00\u7a2e\u5143\u5b78\u7fd2\u7684\u61c9\u7528\uff0c\u5176\u76ee\u6a19\u662f\u5b78\u7fd2\u5982\u4f55\u7522\u751f\u512a\u79c0\u7684\u6f14\u7b97\u6cd5\u3002<\/li>\n                <li><strong>\u751f\u6210\u6a21\u578b (Generative Models):<\/strong> \u4f8b\u5982\u751f\u6210\u5c0d\u6297\u7db2\u7d61 (GANs) \u6216\u8b8a\u5206\u81ea\u52d5\u7de8\u78bc\u5668 (VAEs)\uff0c\u53ef\u80fd\u88ab\u7528\u65bc\u7522\u751f\u66f4\u591a\u6a23\u5316\u6216\u66f4\u9ad8\u8cea\u91cf\u7684\u5019\u9078\u89e3\u6c7a\u65b9\u6848\uff08\u500b\u9ad4\uff09\u3002<\/li>\n                <li><strong>\u5927\u898f\u6a21\u5206\u6563\u5f0f\u8a08\u7b97 (Large-scale Distributed Computing):<\/strong> \u6f14\u5316\u7b97\u6cd5\u901a\u5e38\u9700\u8981\u8a55\u4f30\u5927\u91cf\u7684\u5019\u9078\u89e3\uff0c\u9019\u5c0d\u8a08\u7b97\u8cc7\u6e90\u6709\u6975\u9ad8\u8981\u6c42\u3002\u9ad8\u6548\u7684\u5206\u6563\u5f0f\u8a08\u7b97\u5e73\u53f0\u662f\u652f\u6490 AlphaEvolve \u985e\u7814\u7a76\u7684\u95dc\u9375\u3002<\/li>\n                <li><strong>\u8c9d\u6c0f\u512a\u5316 (Bayesian Optimization):<\/strong> \u4e00\u7a2e\u57fa\u65bc\u6a5f\u7387\u6a21\u578b\u7684\u5e8f\u5217\u512a\u5316\u65b9\u6cd5\uff0c\u5e38\u7528\u65bc\u8d85\u53c3\u6578\u8abf\u6574\u6216\u8907\u96dc\u51fd\u6578\u7684\u5168\u5c40\u512a\u5316\uff0c\u4e5f\u53ef\u80fd\u5728\u6f14\u5316\u904e\u7a0b\u4e2d\u7528\u65bc\u6307\u5c0e\u641c\u7d22\u6216\u8a55\u4f30\u3002<\/li>\n            <\/ul>\n            <p>Google DeepMind \u5728\u4e0a\u8ff0\u591a\u500b\u9818\u57df\u5747\u6709\u6df1\u539a\u7684\u7814\u7a76\u7a4d\u7d2f\u548c\u7a81\u7834\u6027\u6210\u679c\uff0c\u4f8b\u5982\u5176\u8457\u540d\u7684 AlphaFold\uff08\u86cb\u767d\u8cea\u7d50\u69cb\u9810\u6e2c\uff09\u4e5f\u90e8\u5206\u53d7\u5230\u4e86\u6f14\u5316\u601d\u60f3\u7684\u555f\u767c\u4e26\u7d50\u5408\u4e86\u6df1\u5ea6\u5b78\u7fd2\u3002AlphaEvolve \u53ef\u4ee5\u770b\u6210\u662f\u5c07\u9019\u4e9b\u5f37\u5927\u6280\u8853\u7d44\u5408\u61c9\u7528\u65bc\u767c\u73fe\u65b0\u7684\u6f14\u7b97\u6cd5\u548c\u512a\u5316\u9818\u57df\u4f5c\u51fa\u5ef6\u4f38\u3002<\/p>\n            <p><strong>\u6ce8\u610f\uff1a<\/strong> \u95dc\u65bc AlphaEvolve \u6700\u6e96\u78ba\u3001\u6700\u8a73\u7d30\u7684\u6280\u8853\u8cc7\u8a0a\uff0c\u61c9\u4ee5 Google DeepMind \u767c\u5e03\u7684\u5b98\u65b9\u7814\u7a76\u8ad6\u6587\u6216\u516c\u544a\u70ba\u6e96\u3002\u672c\u9801\u9762\u5167\u5bb9\u57fa\u65bc\u5c0d\u76f8\u95dc\u6280\u8853\u9818\u57df\u7684\u516c\u958b\u7406\u89e3\u548c\u63a8\u6e2c\uff0c\u65e8\u5728\u63d0\u4f9b\u4e00\u500b\u6982\u89bd\u6027\u7684\u4ecb\u7d39\u3002<\/p>\n        <\/section>\n    <\/div>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\ud83e\uddec \u7c21\u4ecb (Introduction) AlphaEvolve \u662f Google DeepMind \u958b\u767c\u7684\u4e00\u9805\u5c16\u7aef\u4eba\u5de5\u667a\u80fd\u6280\u8853\uff0c\u5176\u6838\u5fc3\u76ee\u6a19\u662f\u5229\u7528\u6f14\u5316\u8a08\u7b97 (Evolutionary Computation) \u7684\u539f\u7406\uff0c\u4e26\u7d50\u5408\u6df1\u5ea6\u5b78\u7fd2 (Deep Learning) \u7684\u5f37\u5927\u80fd\u529b\uff0c\u4f86\u81ea\u52d5\u5316\u5730\u767c\u73fe\u3001\u8a2d\u8a08\u548c\u512a\u5316\u65b0\u7684\u6f14\u7b97\u6cd5\u6216\u8907\u96dc\u6a21\u578b\u7d50\u69cb\u3002 \u50b3\u7d71\u4e0a\uff0c\u958b\u767c\u9ad8\u6548\u80fd\u6f14\u7b97\u6cd5\u6216\u8a2d\u8a08\u6700\u4f73\u7684\u795e\u7d93\u7db2\u8def\u67b6\u69cb\uff0c\u5f80\u5f80\u9700\u8981\u4f9d\u8cf4\u9818\u57df\u5c08\u5bb6\u7684\u6df1\u539a\u77e5\u8b58\u3001\u76f4\u89ba\u4ee5\u53ca\u5927\u91cf\u7684\u8a66\u8aa4\u904e\u7a0b\u3002AlphaEvolve \u65e8\u5728\u7a81\u7834\u9019\u4e00\u9650\u5236\uff0c\u900f\u904e\u6a21\u64ec\u751f\u7269\u754c\u7684\u6f14\u5316\u904e\u7a0b\uff0c\u8b93 AI \u7cfb\u7d71\u80fd\u5920\u81ea\u4e3b\u63a2\u7d22\u66f4\u5ee3\u95ca\u7684\u8a2d\u8a08\u7a7a\u9593\uff0c\u5f9e\u800c\u7522\u751f\u51fa\u8d85\u8d8a\u50b3\u7d71\u4eba\u529b\u8a2d\u8a08\u7684\u5275\u65b0\u4e14\u9ad8\u6548\u7684\u89e3\u6c7a\u65b9\u6848\u3002 \u2699\ufe0f \u904b\u4f5c\u539f\u7406 (How It Works) AlphaEvolve \u7684\u904b\u4f5c\u6a5f\u5236\u57fa\u65bc\u6f14\u5316\u7b97\u6cd5\u7684\u6838\u5fc3\u601d\u60f3\uff0c\u5373\u300c\u9069\u8005\u751f\u5b58\u3001\u512a\u52dd\u52a3\u6c70\u300d\u3002\u96d6\u7136 Google DeepMind \u53ef\u80fd\u6709\u5176\u7368\u7279\u7684\u5be6\u73fe\u7d30\u7bc0\uff0c\u4f46\u5176\u57fa\u672c\u539f\u7406\u901a\u5e38\u5305\u542b\u4ee5\u4e0b\u5e7e\u500b\u95dc\u9375\u968e\u6bb5\uff1a \u8868\u793a\u65b9\u5f0f (Representation): \u9996\u5148\uff0c\u9700\u8981\u5b9a\u7fa9\u4e00\u7a2e\u65b9\u5f0f\u4f86\u8868\u793a\u6f14\u7b97\u6cd5\u6216\u6a21\u578b\u7d50\u69cb\uff0c\u4f7f\u5176\u80fd\u5920\u88ab\u6f14\u5316\u904e\u7a0b\u6240\u64cd\u4f5c\u3002\u9019\u53ef\u80fd\u6d89\u53ca\u5230\u5c07\u6f14\u7b97\u6cd5\u6b65\u9a5f\u3001\u6a21\u578b\u7d44\u4ef6\u6216\u53c3\u6578\u7de8\u78bc\u6210\u4e00\u7a2e\u300c\u57fa\u56e0\u578b\u300d(genotype)\u3002 \u65cf\u7fa4\u521d\u59cb\u5316 (Population Initialization): \u7cfb\u7d71\u6703\u5275\u5efa\u4e00\u500b\u5305\u542b\u591a\u500b\u5019\u9078\u89e3\u6c7a\u65b9\u6848\uff08\u7a31\u70ba\u300c\u500b\u9ad4\u300d\uff09\u7684\u521d\u59cb\u65cf\u7fa4\u3002\u9019\u4e9b\u521d\u59cb\u500b\u9ad4\u53ef\u4ee5\u662f\u96a8\u6a5f\u751f\u6210\u7684\uff0c\u4e5f\u53ef\u4ee5\u57fa\u65bc\u4e00\u4e9b\u5df2\u77e5\u7684\u6709\u6548\u7d44\u4ef6\u6216\u57fa\u790e\u7d50\u69cb\u3002 \u9069\u61c9\u5ea6\u8a55\u4f30 (Fitness Evaluation): \u65cf\u7fa4\u4e2d\u7684\u6bcf\u4e00\u500b\u9ad4\u90fd\u6703\u5728\u5176\u76ee\u6a19\u4efb\u52d9\u4e0a\u9032\u884c\u6e2c\u8a66\u548c\u8a55\u4f30\uff0c\u4ee5\u91cf\u5316\u5176\u6548\u80fd\u6216\u300c\u9069\u61c9\u5ea6\u300d\u3002\u4f8b\u5982\uff0c\u5c0d\u65bc\u4e00\u500b\u6392\u5e8f\u6f14\u7b97\u6cd5\uff0c\u9069\u61c9\u5ea6\u53ef\u4ee5\u662f\u5176\u6392\u5e8f\u901f\u5ea6\u548c\u8cc7\u6e90\u6d88\u8017\uff1b\u5c0d\u65bc\u4e00\u500b\u5716\u50cf\u8fa8\u8b58\u6a21\u578b\uff0c\u9069\u61c9\u5ea6\u53ef\u80fd\u662f\u5176\u6e96\u78ba\u7387\u548c\u63a8\u8ad6\u6642\u9593\u3002DeepMind \u901a\u5e38\u6703\u5229\u7528\u5927\u898f\u6a21\u8a08\u7b97\u8cc7\u6e90\u4f86\u9ad8\u6548\u5730\u5b8c\u6210\u6b64\u8a55\u4f30\u904e\u7a0b\u3002 \u9078\u64c7 (Selection): \u6839\u64da\u9069\u61c9\u5ea6\u8a55\u4f30\u7684\u7d50\u679c\uff0c\u7cfb\u7d71\u6703\u9078\u64c7\u8868\u73fe\u8f03\u597d\u7684\u500b\u9ad4\u4f5c\u70ba\u300c\u89aa\u4ee3\u300d\u4f86\u7522\u751f\u4e0b\u4e00\u4ee3\u3002\u9069\u61c9\u5ea6\u9ad8\u7684\u500b\u9ad4\u66f4\u6709\u53ef\u80fd\u88ab\u9078\u4e2d\uff0c\u5f9e\u800c\u5c07\u5176\u512a\u826f\u7279\u6027\u50b3\u905e\u4e0b\u53bb\u3002 \u6f14\u5316\u7b97\u5b50 (Evolutionary Operators &#8211; Mutation and Crossover): \u7a81\u8b8a (Mutation): \u5c0d\u9078\u51fa\u7684\u89aa\u4ee3\u500b\u9ad4\u9032\u884c\u96a8\u6a5f\u7684\u3001\u5fae\u5c0f\u7684\u4fee\u6539\uff0c\u4ee5\u5728\u5176\u300c\u57fa\u56e0\u300d\u4e2d\u5f15\u5165\u65b0\u7684\u8b8a\u7570\u3002\u9019\u6709\u52a9\u65bc\u63a2\u7d22\u65b0\u7684\u3001\u672a\u66fe\u9810\u898b\u7684\u89e3\u6c7a\u65b9\u6848\uff0c\u907f\u514d\u904e\u65e9\u6536\u6582\u5230\u5c40\u90e8\u6700\u512a\u3002\u4f8b\u5982\uff0c\u5728\u795e\u7d93\u7db2\u8def\u7684\u6f14\u5316\u4e2d\uff0c\u7a81\u8b8a\u53ef\u80fd\u5305\u62ec\u6539\u8b8a\u5c64\u7684\u985e\u578b\u3001\u589e\u52a0\/\u522a\u9664\u795e\u7d93\u5143\u3001\u8abf\u6574\u5b78\u7fd2\u7387\u7b49\u3002 \u4ea4\u53c9 (Crossover [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"googlesitekit_rrm_CAowvqSiDA:productID":"","footnotes":""},"class_list":["post-5753","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/pages\/5753","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/comments?post=5753"}],"version-history":[{"count":0,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/pages\/5753\/revisions"}],"wp:attachment":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media?parent=5753"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}