{"id":37428,"date":"2025-01-28T11:01:33","date_gmt":"2025-01-28T03:01:33","guid":{"rendered":"https:\/\/17aitech.com\/?p=37428"},"modified":"2025-01-28T11:01:33","modified_gmt":"2025-01-28T03:01:33","slug":"%e9%a6%96%e6%ac%a1%ef%bc%81%e5%a4%a7%e6%a8%a1%e5%9e%8b%e8%87%aa%e5%8a%a8%e6%90%9c%e7%b4%a2%e4%ba%ba%e5%b7%a5%e7%94%9f%e5%91%bd%ef%bc%8c%e5%81%9a%e5%87%baai%e7%a7%91%e5%ad%a6%e5%ae%b6%e7%9a%84sakana-ai","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=37428","title":{"rendered":"\u9996\u6b21\uff01\u5927\u6a21\u578b\u81ea\u52a8\u641c\u7d22\u4eba\u5de5\u751f\u547d\uff0c\u505a\u51faAI\u79d1\u5b66\u5bb6\u7684Sakana AI\u53c8\u653e\u5927\u62db"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-12-25-5\" target=\"_blank\">\u9996\u6b21\uff01\u5927\u6a21\u578b\u81ea\u52a8\u641c\u7d22\u4eba\u5de5\u751f\u547d\uff0c\u505a\u51faAI\u79d1\u5b66\u5bb6\u7684Sakana AI\u53c8\u653e\u5927\u62db<\/a><\/p>\n<section>2024 \u4e34\u8fd1\u5c3e\u58f0\uff0cAI \u53c8\u7ed9\u4e86\u6240\u6709\u4eba\u4e00\u4e2a\u5927\u60ca\u559c\uff0c\u8fd9\u6b21\u53ef\u4ee5\u7528\u6765\u81ea\u52a8\u53d1\u73b0\u65b0\u7684\u4eba\u5de5\u751f\u547d\u5f62\u5f0f\u4e86\u3002<\/section>\n<section><\/section>\n<section>\u4eca\u5e74 8 \u6708\uff0cTransformer \u8bba\u6587\u4f5c\u8005\u4e4b\u4e00\u7684 Llion Jones \u4e0e\u524d\u8c37\u6b4c\u7814\u7a76\u4eba\u5458 David Ha \u5171\u540c\u521b\u7acb\u7684\u4eba\u5de5\u667a\u80fd\u516c\u53f8 Sakana AI \u9020\u51fa\u4e86\u300c\u4e16\u754c\u4e0a\u7b2c\u4e00\u4e2a\u7528\u4e8e\u81ea\u52a8\u5316\u79d1\u5b66\u7814\u7a76\u548c\u5f00\u653e\u5f0f\u53d1\u73b0\u7684 AI \u7cfb\u7edf\u300d\u3002\u4ed6\u4eec\u79f0\u4e4b\u4e3a AI Scientist\uff0c\u5373\u4eba\u5de5\u667a\u80fd\u79d1\u5b66\u5bb6\uff0c\u8be6\u60c5\u53ef\u53c2\u9605\u62a5\u9053\u300a<a data-itemshowtype=\"11\" data-linktype=\"2\" href=\"https:\/\/mp.weixin.qq.com\/s?__biz=MzA3MzI4MjgzMw==&amp;mid=2650930730&amp;idx=5&amp;sn=ce5ccc9b6d3caa6b35675a355ecbbfd1&amp;scene=21#wechat_redirect\" target=\"_blank\">\u9996\u4e2a\u5168\u81ea\u52a8\u79d1\u5b66\u53d1\u73b0 AI \u7cfb\u7edf\uff0cTransformer \u4f5c\u8005\u521b\u4e1a\u516c\u53f8 Sakana AI \u63a8\u51fa AI Scientist<\/a>\u300b\u3002<\/section>\n<section><\/section>\n<section>\u800c\u73b0\u5728\uff0c\u4ed6\u4eec\u53c8\u62ff\u51fa\u4e86\u53e6\u4e00\u9879\u9707\u64bc\u6027\u7684\u91cd\u78c5\u7814\u7a76\u6210\u679c\uff1a\u4f7f\u7528\u57fa\u7840\u6a21\u578b\u641c\u7d22\u4eba\u5de5\u751f\u547d\u7684\u7cfb\u7edf ASAL\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-2bc851ba1b3c006775e4d9095dd8fc85.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-2bc851ba1b3c006775e4d9095dd8fc85.png\"><\/a><\/section>\n<section>\u4eba\u5de5\u751f\u547d\uff08Artificial Life\uff09\uff0c\u542c\u8d77\u6765\u5f88\u79d1\u5e7b\uff0c\u4f46\u5176\u5b9a\u4e49\u5e76\u4e0d\u590d\u6742\uff1a\u5c31\u662f\u88ab\u5236\u9020\u51fa\u6765\u7684\u751f\u547d\u3002\u6570\u5b66\u5bb6\u7ea6\u7ff0\u30fb\u4f55\u987f\u30fb\u5eb7\u5a01\u5728 1970 \u5e74\u63d0\u51fa\u7684\u8457\u540d\u7684\u300c\u751f\u547d\u6e38\u620f\u300d\u4fbf\u662f\u4e00\u79cd\u6a21\u62df\u4eba\u5de5\u751f\u547d\u7cfb\u7edf\uff0c\u5176\u4e2d\u5b9a\u4e49\u7684\u89c4\u5219\u53ef\u8ba9\u5176\u4e2d\u7684\u300c\u7ec6\u80de\u300d\u50cf\u751f\u547d\u4f53\u4e00\u6837\u8fd0\u4f5c\u3002<a href=\"https:\/\/mp.weixin.qq.com\/s\/CVADIa03U2EqpirGbzklrQ?token=2132360016&amp;lang=zh_CN\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-b4edd0f4405ca11472e6393f8a61b66d.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-b4edd0f4405ca11472e6393f8a61b66d.png\"><\/a><\/a><\/section>\n<section>\u7814\u7a76\u4eba\u5de5\u751f\u547d\u7684\u4e00\u4e2a\u6838\u5fc3\u54f2\u5b66\u7406\u5ff5\u662f\u6211\u4eec\u4e0d\u4ec5\u60f3\u8981\u4e86\u89e3\u300c\u6211\u4eec\u6240\u77e5\u7684\u751f\u547d\u300d\uff0c\u8fd8\u60f3\u8981\u63a2\u7d22\u300c\u53ef\u80fd\u5b58\u5728\u7684\u751f\u547d\u300d\u3002\u4e0b\u56fe\u4e3a ASAL \u5176\u4e2d\u4e00\u4f4d\u4f5c\u8005 Phillip Isola \u7684\u63a8\u6587\u4ee5\u53ca\u4ed6\u5206\u4eab\u7684\u4e00\u79cd\u4eba\u5de5\u751f\u547d\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-c0fff27a5366d1e4ffde53fdcc19805f.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-c0fff27a5366d1e4ffde53fdcc19805f.png\"><\/a><\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-543933cd4707b25feb56e316bf7be9a6.gif\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-543933cd4707b25feb56e316bf7be9a6.gif\"><\/a><\/section>\n<section>\u6b64\u5916\uff0c\u4eba\u5de5\u751f\u547d\u7814\u7a76\u8fd8\u53ef\u4ee5\u5f97\u5230\u6709\u671b\u6539\u53d8\u548c\u52a0\u901f AI \u8fdb\u6b65\u7684\u5173\u952e\u89c1\u89e3\u3002\u8be5\u56e2\u961f\u8868\u793a\uff1a\u300c\u901a\u8fc7\u5229\u7528 AI \u52a0\u901f\u4eba\u5de5\u751f\u547d\u7684\u53d1\u73b0\uff0c\u6211\u4eec\u53ef\u4ee5\u52a0\u901f\u5bf9\u6d8c\u73b0\u3001\u8fdb\u5316\u548c\u667a\u80fd\u7684\u7406\u89e3 \u2014\u2014 \u8fd9\u4e9b\u6838\u5fc3\u539f\u5219\u53ef\u4ee5\u542f\u53d1\u4e0b\u4e00\u4ee3 AI \u7cfb\u7edf\uff01\u300d<\/section>\n<section><\/section>\n<section>\u8be5\u7814\u7a76\u53d1\u5e03\u540e\u5438\u5f15\u4e86\u5927\u91cf\u70b9\u8d5e\u548c\u8ba8\u8bba\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-e1259b1c0cdd7fde18cdf568f67742e9.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-e1259b1c0cdd7fde18cdf568f67742e9.png\"><\/a><\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-2b9fd0d492cf3398cea2cc195e4a069b.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-2b9fd0d492cf3398cea2cc195e4a069b.png\"><\/a><\/section>\n<section>\u77e5\u540d\u535a\u4e3b Aran Komatsuzaki \u8868\u793a\uff0c\u8fd9\u662f\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\u5728\u4eba\u5de5\u751f\u547d\u4e2d\u7684\u9996\u6b21\u5e94\u7528\uff0c\u53ef\u4ee5\u8de8\u57fa\u8d28\u53d1\u73b0\u591a\u6837\u6027\u3001\u5168\u65b0\u7684\u6a21\u62df\u751f\u547d\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-b1c8e7b427336a71f1d2dc1842f653f3.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-b1c8e7b427336a71f1d2dc1842f653f3.png\"><\/a><\/section>\n<section>\u76ee\u524d\uff0c\u4eba\u5de5\u751f\u547d\u7814\u7a76\u4e3b\u8981\u662f\u901a\u8fc7\u8ba1\u7b97\u6a21\u62df\u8fdb\u884c\uff0c\u800c\u8fd9\u79cd\u65b9\u6cd5\u5fc5\u7136\u610f\u5473\u7740\u641c\u7d22\u5e76\u63cf\u7ed8\u51fa\u6574\u4e2a\u53ef\u80fd\u7684\u6a21\u62df\u7a7a\u95f4\uff0c\u800c\u4e0d\u662f\u7814\u7a76\u4efb\u4f55\u5355\u4e2a\u6a21\u62df\u3002\u8fd9\u6837\u4e00\u6765\uff0c\u7814\u7a76\u8005\u4fbf\u53ef\u4ee5\u4e86\u89e3\u4e0d\u540c\u7684\u6a21\u62df\u914d\u7f6e\u53ef\u4ee5\u600e\u6837\u4ea7\u751f\u4e0d\u540c\u7684\u6d8c\u73b0\u884c\u4e3a\u3002Sakana AI \u7684\u8fd9\u7bc7\u8bba\u6587\u9996\u6b21\u5b9e\u73b0\u4e86\u501f\u52a9\u57fa\u7840\u6a21\u578b\u6765\u81ea\u52a8\u5316\u8fd9\u4e2a\u641c\u7d22\u8fc7\u7a0b\u3002\u53e6\u5916\uff0cOpenAI\u3001MIT\u7b49\u5176\u4ed6\u673a\u6784\u548c\u72ec\u7acb\u7814\u7a76\u8005\u4e5f\u53c2\u4e0e\u4e86\u7814\u7a76\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-e88d777f97e28fbc98f1b5d18ef3e094.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-e88d777f97e28fbc98f1b5d18ef3e094.png\"><\/a><\/section>\n<ul>\n<li>\n<section>\u8bba\u6587\u6807\u9898\uff1aAutomating the Search for Artificial Life with Foundation Models<\/section>\n<\/li>\n<li>\n<section>\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/pdf\/2412.17799<\/section>\n<\/li>\n<li>\n<section>\u5728\u7ebf\u8bba\u6587\uff1ahttps:\/\/pub.sakana.ai\/asal\/<\/section>\n<\/li>\n<li>\n<section>\u9879\u76ee\u4ee3\u7801\uff1ahttps:\/\/github.com\/SakanaAI\/asal\/<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u867d\u7136\u4eba\u5de5\u751f\u547d\u6a21\u62df\u7684\u8fdb\u5316\u548c\u5b66\u4e60\u7684\u5177\u4f53\u673a\u5236\u6709\u5f88\u591a\uff0c\u4f46\u8fc4\u4eca\u4e3a\u6b62\uff0c\u8be5\u9886\u57df\u53d6\u5f97\u5b9e\u8d28\u6027\u8fdb\u5c55\u7684\u4e00\u4e2a\u4e3b\u8981\u969c\u788d\u662f\uff1a\u7f3a\u4e4f\u4e00\u79cd\u7cfb\u7edf\u7684\u65b9\u6cd5\u6765\u641c\u7d22\u6240\u6709\u53ef\u80fd\u7684\u6a21\u62df\u914d\u7f6e\u3002\u5982\u679c\u6ca1\u6709\u8fd9\u79cd\u65b9\u6cd5\uff0c\u5728\u8bbe\u8ba1\u4eba\u5de5\u4e16\u754c\u6700\u91cd\u8981\u7684\u65b9\u9762\uff08\u4e16\u754c\u672c\u8eab\u7684\u89c4\u5219\uff09\u65f6\uff0c\u7814\u7a76\u8005\u5c31\u5fc5\u987b\u4f9d\u9760\u76f4\u89c9\u3002<\/section>\n<section><\/section>\n<section>\u5bf9\u6b64\uff0c\u4e00\u90e8\u5206\u6311\u6218\u5728\u4e8e\u7b80\u5355\u7ec4\u4ef6\u7684\u5927\u89c4\u6a21\u76f8\u4e92\u4f5c\u7528\u53ef\u80fd\u4f1a\u4ea7\u751f\u590d\u6742\u7684\u6d8c\u73b0\u73b0\u8c61\uff0c\u8fd9\u4e9b\u73b0\u8c61\u5f88\u96be\u751a\u81f3\u4e0d\u53ef\u80fd\u88ab\u63d0\u524d\u9884\u6d4b\u3002<\/section>\n<section><\/section>\n<section>\u6b63\u662f\u7531\u4e8e\u6a21\u62df\u914d\u7f6e\u4e0e\u6d8c\u73b0\u73b0\u8c61\u4e4b\u95f4\u7f3a\u4e4f\u5173\u8054\uff0c\u56e0\u6b64\u7814\u7a76\u8005\u5f88\u96be\u51ed\u76f4\u89c9\u8bbe\u8ba1\u51fa\u80fd\u5c55\u73b0\u51fa\u81ea\u6211\u590d\u5236\u3001\u7c7b\u4f3c\u751f\u6001\u7cfb\u7edf\u7684\u52a8\u6001\u6216\u5177\u6709\u5f00\u653e\u5c5e\u6027\u7684\u6a21\u62df\u3002\u56e0\u6b64\uff0c\u8fd9\u4e00\u9886\u57df\u7684\u5b9e\u9645\u505a\u6cd5\u5f80\u5f80\u662f\u9488\u5bf9\u7b80\u5355\u548c\u9884\u671f\u7684\u7ed3\u679c\u6765\u8bbe\u8ba1\u6a21\u62df\uff0c\u8fd9\u5c31\u9650\u5236\u4e86\u610f\u5916\u53d1\u73b0\u7684\u53ef\u80fd\u6027\u3002<\/section>\n<section><\/section>\n<section>\u4e5f\u8bb8\uff0c\u662f\u65f6\u5019\u81ea\u52a8\u5316\u4e86\uff01\u8fd9\u6837\uff0c\u7814\u7a76\u8005\u5c31\u65e0\u9700\u5c06\u6ce8\u610f\u529b\u653e\u5728\u8bbe\u5b9a\u6b63\u786e\u7684\u89c4\u5219\u548c\u4e92\u52a8\u4e0a\uff0c\u800c\u53ef\u4ee5\u5173\u6ce8\u66f4\u52a0\u9ad8\u5c42\u9762\u7684\u95ee\u9898\uff0c\u6bd4\u5982\u5982\u4f55\u6700\u597d\u5730\u63cf\u8ff0\u6211\u4eec\u6700\u7ec8\u5e0c\u671b\u6d8c\u73b0\u7684\u73b0\u8c61\uff0c\u7136\u540e\u8ba9\u641c\u7d22\u8be5\u73b0\u8c61\u7684\u8fc7\u7a0b\u81ea\u52a8\u5b8c\u6210\u5373\u53ef\u3002<\/section>\n<section><\/section>\n<section>\u4e0d\u8fc7\uff0c\u63cf\u8ff0\u76ee\u6807\u73b0\u8c61\u672c\u8eab\u5c31\u6781\u5177\u6311\u6218\u6027\u3002\u867d\u7136\u4e4b\u524d\u5df2\u7ecf\u6709\u4e00\u4e9b\u7814\u7a76\u8bd5\u56fe\u901a\u8fc7\u590d\u6742\u7684\u5ea6\u91cf\uff08\u6bd4\u5982\u751f\u547d\u3001\u590d\u6742\u5ea6\u3001\u6709\u8da3\u5ea6\u7b49\uff09\u6765\u91cf\u5316\u4eba\u5de5\u751f\u547d\uff0c\u4f46\u8fd9\u4e9b\u5ea6\u91cf\u57fa\u672c\u4e0a\u90fd\u65e0\u6cd5\u5b8c\u5168\u4f53\u73b0\u4eba\u7c7b\u60f3\u8981\u8868\u8fbe\u7684\u90a3\u79cd\u5fae\u5999\u7684\u751f\u547d\u6982\u5ff5\u3002<\/section>\n<section><\/section>\n<section>Sakana AI \u8868\u793a\uff1a\u300c\u867d\u7136\u6211\u4eec\u8fd8\u4e0d\u4e86\u89e3\u6211\u4eec\u7684\u5b87\u5b99\u4e3a\u4f55\u6216\u5982\u4f55\u53d8\u5f97\u5982\u6b64\u590d\u6742\u3001\u4e30\u5bcc\u548c\u6709\u8da3\uff0c\u4f46\u6211\u4eec\u4ecd\u7136\u53ef\u4ee5\u5c06\u5176\u4f5c\u4e3a\u6307\u5f15\uff0c\u5f15\u5bfc\u6211\u4eec\u521b\u5efa\u5f15\u4eba\u5165\u80dc\u7684\u4eba\u5de5\u751f\u547d\u4e16\u754c\u3002\u300d<\/section>\n<section><\/section>\n<section>\u8be5\u56e2\u961f\u8ba4\u4e3a\uff0c\u5728\u5927\u91cf\u81ea\u7136\u6570\u636e\u4e0a\u8bad\u7ec3\u5f97\u5230\u7684\u57fa\u7840\u6a21\u578b\u5177\u5907\u7c7b\u4f3c\u4e8e\u4eba\u7c7b\u7684\u8868\u5f81\uff0c\u751a\u81f3\u53ef\u80fd\u57fa\u4e8e\u6211\u4eec\u7684\u771f\u5b9e\u4e16\u754c\u7edf\u8ba1\u6570\u636e\u5f97\u5230\u4e00\u4e2a\u7406\u60f3\u5316\u7684\u8868\u5f81\u3002\u8fd9\u79cd\u7279\u6027\u4f7f\u5f97\u57fa\u7840\u6a21\u578b\u975e\u5e38\u9002\u5408\u7528\u4e8e\u91cf\u5316\u4eba\u7c7b\u5bf9\u4eba\u5de5\u751f\u547d\u590d\u6742\u5ea6\u7684\u6982\u5ff5\u3002<\/section>\n<section><\/section>\n<section>\u8be5\u56e2\u961f\u7684 ASAL\uff08\u81ea\u52a8\u641c\u7d22\u4eba\u5de5\u751f\u547d\uff09\u7814\u7a76\u4fbf\u662f\u57fa\u4e8e\u8fd9\u4e00\u601d\u8def\u5f00\u5c55\u7684\u3002\u4ed6\u4eec\u8868\u793a\u8fd9\u662f\u4e00\u79cd\u4eba\u5de5\u751f\u547d\u7814\u7a76\u7684\u65b0\u8303\u5f0f\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-ca7fd84f788ec7fd041419c2882a04a2.gif\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-ca7fd84f788ec7fd041419c2882a04a2.gif\"><\/a><\/section>\n<section>\u65e2\u7136\u662f\u65b0\u8303\u5f0f\uff0c\u90a3\u4e48\u80af\u5b9a\u9700\u8981\u505a\u4e00\u4e9b\u5b9a\u4e49\u3002<\/section>\n<section><\/section>\n<section>\u9996\u5148\uff0c\u8be5\u56e2\u961f\u5c06\u6240\u9700\u7684\u6a21\u62df\u96c6\u5408\u5b9a\u4e49\u4e3a substrate\uff0c\u5373\u57fa\u8d28\u3002\u7136\u540e\uff0c\u5982\u56fe 1 \u6240\u793a\uff0cASAL \u8ba9\u57fa\u7840\u6a21\u578b\u53ef\u4f7f\u7528\u4e09\u79cd\u4e0d\u540c\u7684\u65b9\u6cd5\u6765\u8bc6\u522b\u6240\u9700\u7684\u4eba\u5de5\u751f\u547d\u6a21\u62df\uff1a<\/section>\n<section><\/section>\n<section>1. \u76d1\u7763\u5f0f\u76ee\u6807\uff1a\u641c\u7d22\u80fd\u4ea7\u751f\u6307\u5b9a\u76ee\u6807\u4e8b\u4ef6\u6216\u4e8b\u4ef6\u5e8f\u5217\u7684\u6a21\u62df\uff0c\u6709\u52a9\u4e8e\u53d1\u73b0\u4efb\u610f\u4e16\u754c\u6216\u4e0e\u6211\u4eec\u81ea\u5df1\u7684\u4e16\u754c\u76f8\u4f3c\u7684\u4e16\u754c\u3002<\/section>\n<section>2. \u5f00\u653e\u5f0f\uff1a\u5728\u57fa\u7840\u6a21\u578b\u7684\u8868\u5f81\u7a7a\u95f4\u4e2d\u641c\u7d22\u4f1a\u968f\u65f6\u95f4\u4e0d\u65ad\u63d0\u4f9b\u65b0\u53d8\u5316\u7684\u6a21\u62df\uff0c\u7531\u6b64\u53ef\u4ee5\u53d1\u73b0\u5bf9\u4eba\u7c7b\u89c2\u5bdf\u8005\u6765\u8bf4\u603b\u662f\u5f88\u6709\u8da3\u7684\u4e16\u754c\u3002<\/section>\n<section>3. \u9610\u660e\uff08Illumination\uff09\uff1a\u641c\u7d22\u4e00\u7ec4\u76f8\u5173\u7684\u591a\u6837\u5316\u6a21\u62df\uff0c\u4ece\u800c\u5c55\u73b0\u5bf9\u6211\u4eec\u6765\u8bf4\u975e\u5e38\u964c\u751f\u7684\u4e16\u754c\u3002<\/section>\n<section><\/section>\n<section>\u7814\u7a76\u8005\u57fa\u4e8e Boids\u3001Particle Life\uff08\u7c92\u5b50\u751f\u547d\uff09\u3001Game of Life\uff08\u751f\u547d\u6e38\u620f\uff09\u3001Lenia \u548c Neural Cellular Automatas\uff08\u795e\u7ecf\u5143\u80de\u81ea\u52a8\u673a\uff09\u7b49\u591a\u79cd\u4eba\u5de5\u751f\u547d\u57fa\u8d28\u5c55\u73b0\u4e86\u8fd9\u79cd\u65b0\u7684\u81ea\u52a8\u5316\u65b9\u6cd5\u7684\u6709\u6548\u6027\u3002<\/section>\n<section><\/section>\n<section>\u5728\u6bcf\u79cd\u57fa\u8d28\u4e2d\uff0cASAL \u90fd\u53d1\u73b0\u4e86\u4ee5\u524d\u4ece\u672a\u89c1\u8fc7\u7684\u751f\u547d\u5f62\u5f0f\uff0c\u5e76\u6269\u5c55\u4e86\u4eba\u5de5\u751f\u547d\u4e2d\u6d8c\u73b0\u7ed3\u6784\u7684\u8fb9\u754c\u3002\u4f8b\u5982\uff0cASAL \u63ed\u793a\u4e86 Boids \u4e2d\u5947\u5f02\u7684\u7fa4\u96c6\u6a21\u5f0f\u3001Lenia \u4e2d\u65b0\u7684\u81ea\u7ec4\u7ec7\u7ec6\u80de\uff0c\u5e76\u627e\u5230\u4e86\u50cf\u8457\u540d\u7684\u5eb7\u5a01\u751f\u547d\u6e38\u620f\u4e00\u6837\u5f00\u653e\u5f0f\u5143\u80de\u81ea\u52a8\u673a\u3002<\/section>\n<section><\/section>\n<section><strong>\u65b9\u6cd5\uff1a\u81ea\u52a8\u641c\u7d22\u4eba\u5de5\u751f\u547d<\/strong><\/section>\n<section><\/section>\n<section>\u56fe 2 \u5c55\u793a\u4e86\u65b0\u63d0\u51fa\u7684 ASAL \u8303\u5f0f\uff0c\u5176\u4e2d\u5305\u62ec\u4e09\u79cd\u57fa\u4e8e\u89c6\u89c9 &#8211; \u8bed\u8a00\u57fa\u7840\u6a21\u578b\u7684\u7b97\u6cd5\u3002\u6bcf\u79cd\u65b9\u6cd5\u90fd\u80fd\u901a\u8fc7\u4e0d\u540c\u7c7b\u578b\u7684\u81ea\u52a8\u641c\u7d22\u53d1\u73b0\u4eba\u5de5\u751f\u547d\u6a21\u62df\u3002\u6df1\u5165\u7ec6\u8282\u4e4b\u524d\uff0c\u5148\u6765\u770b\u770b\u76f8\u5173\u6982\u5ff5\u548c\u7b26\u53f7\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-305531ae9658b3010716885c8f14cb3f.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-305531ae9658b3010716885c8f14cb3f.png\"><\/a><\/section>\n<section>\u4eba\u5de5\u751f\u547d\u57fa\u8d28\uff08substrate\uff09\uff0c\u8bb0\u4e3a S\uff0c\u5176\u5305\u542b\u4efb\u4f55\u4e00\u7ec4\u76f8\u5173\u7684\u4eba\u5de5\u751f\u547d\u6a21\u62df\uff08\u4f8b\u5982\uff0c\u6240\u6709 Lenia \u6a21\u62df\u7684\u96c6\u5408\uff09\u3002\u8fd9\u4e9b\u6a21\u62df\u53ef\u80fd\u5728\u521d\u59cb\u72b6\u6001\u3001\u8f6c\u6362\u89c4\u5219\u6216\u4e24\u8005\u4e0a\u6709\u6240\u4e0d\u540c\u3002S \u7531 \u03b8 \u53c2\u6570\u5316\uff0c\u5b83\u5b9a\u4e49\u7684\u5355\u4e2a\u6a21\u62df\u5177\u6709\u4e09\u4e2a\u5206\u91cf\uff1a<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u521d\u59cb\u72b6\u6001\u5206\u5e03 Init_\u03b8<\/section>\n<\/li>\n<li>\n<section>\u524d\u5411\u52a8\u6001\u9636\u8dc3\u51fd\u6570 Step_\u03b8<\/section>\n<\/li>\n<li>\n<section>\u6e32\u67d3\u51fd\u6570\uff0cRender_\u03b8\uff0c\u4f5c\u7528\u662f\u5c06\u72b6\u6001\u8f6c\u6362\u4e3a\u56fe\u50cf<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u867d\u7136\u901a\u5e38\u800c\u8a00\uff0c\u5e76\u4e0d\u9700\u8981\u53c2\u6570\u5316\u548c\u641c\u7d22\u6e32\u67d3\u51fd\u6570\uff0c\u4f46\u5f53\u72b6\u6001\u503c\u96be\u4ee5\u5148\u9a8c\u5730\u89e3\u8bfb\u65f6\uff0c\u5c31\u5f88\u6709\u5fc5\u8981\u4e86\u3002\u5c06\u8fd9\u4e9b\u9879\u4e32\u5230\u4e00\u8d77\uff0c\u53ef\u5b9a\u4e49\u4e00\u4e2a \u03b8 \u51fd\u6570\uff0c\u5b83\u5bf9\u521d\u59cb\u72b6\u6001 s_0 \u8fdb\u884c\u91c7\u6837\uff0c\u8fd0\u884c T \u6b65\u6a21\u62df\uff0c\u5e76\u5c06\u6700\u7ec8\u72b6\u6001\u6e32\u67d3\u4e3a\u56fe\u50cf\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-f7b988016b8fc939667a0844ca4d0ca7.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-f7b988016b8fc939667a0844ca4d0ca7.png\"><\/a><\/section>\n<section>\u6700\u540e\uff0c\u8fd8\u6709\u53e6\u5916\u4e24\u4e2a\u51fd\u6570 VLM_img (\u30fb) \u548c VLM_txt (\u30fb)\uff0c\u5b83\u4eec\u7684\u4f5c\u7528\u662f \u901a\u8fc7\u89c6\u89c9 &#8211; \u8bed\u8a00\u57fa\u7840\u6a21\u578b\u5d4c\u5165\u56fe\u50cf\u548c\u81ea\u7136\u8bed\u8a00\u6587\u672c\uff0c\u4ee5\u53ca\u76f8\u5e94\u7684\u5185\u79ef \u2329\u30fb,\u30fb\u232a\uff0c\u4ee5\u4fc3\u8fdb\u8be5\u5d4c\u5165\u7a7a\u95f4\u7684\u76f8\u4f3c\u6027\u6d4b\u91cf\u3002<\/section>\n<section><\/section>\n<section><strong>\u76d1\u7763\u5f0f\u76ee\u6807<\/strong><\/section>\n<section><\/section>\n<section>\u4eba\u5de5\u751f\u547d\u7684\u4e00\u4e2a\u91cd\u8981\u76ee\u6807\u662f\u627e\u5230\u80fd\u8ba9\u6240\u9700\u4e8b\u4ef6\u6216\u4e8b\u4ef6\u5e8f\u5217\u53d1\u751f\u7684\u6a21\u62df\u3002\u8fd9\u6837\u7684\u53d1\u73b0\u5c06\u4f7f\u7814\u7a76\u8005\u80fd\u591f\u627e\u5230\u4e0e\u6211\u4eec\u81ea\u5df1\u7684\u4e16\u754c\u76f8\u4f3c\u7684\u4e16\u754c\uff0c\u6216\u6d4b\u8bd5\u67d0\u4e9b\u53cd\u4e8b\u5b9e\u7684\u8fdb\u5316\u8f68\u8ff9\u5728\u7ed9\u5b9a\u57fa\u8d28\u4e2d\u662f\u5426\u53ef\u80fd\uff0c\u4ece\u800c\u6df1\u5165\u4e86\u89e3\u67d0\u4e9b\u751f\u547d\u5f62\u5f0f\u7684\u53ef\u884c\u6027\u3002<\/section>\n<section><\/section>\n<section>\u4e3a\u6b64\uff0cASAL \u4f1a\u641c\u7d22\u4e00\u79cd\u6a21\u62df\uff0c\u8be5\u6a21\u62df\u4f1a\u4ea7\u751f\u4e0e\u57fa\u7840\u6a21\u578b\u8868\u793a\u4e2d\u7684\u76ee\u6807\u81ea\u7136\u8bed\u8a00\u63d0\u793a\u8bcd\u76f8\u5339\u914d\u7684\u56fe\u50cf\u3002\u7814\u7a76\u8005\u53ef\u4ee5\u63a7\u5236\u5728\u6bcf\u4e2a\u65f6\u95f4\u6b65\u9aa4\u5e94\u7528\u54ea\u4e2a\u63d0\u793a\uff08\u5982\u679c\u6709\u7684\u8bdd\uff09\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-9f65a0f7c9d0dcc326f2daf2d35b51a3.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-9f65a0f7c9d0dcc326f2daf2d35b51a3.png\"><\/a><\/section>\n<section><strong>\u5f00\u653e\u5f0f<\/strong><\/section>\n<section><\/section>\n<section>\u4eba\u5de5\u751f\u547d\u7684\u4e00\u5927\u6311\u6218\u662f\u5bfb\u627e\u5f00\u653e\u5f0f\u6a21\u62df\u3002\u627e\u5230\u8fd9\u6837\u7684\u4e16\u754c\u624d\u80fd\u590d\u73b0\u73b0\u5b9e\u4e16\u754c\u4e2d\u6c38\u65e0\u6b62\u5883\u7684\u6709\u8da3\u65b0\u5947\u4e8b\u7269\u7684\u7206\u53d1\u3002<\/section>\n<section><\/section>\n<section>\u5c3d\u7ba1\u5f00\u653e\u6027\u662f\u4e3b\u89c2\u7684\u4e14\u96be\u4ee5\u5b9a\u4e49\uff0c\u4f46\u6b63\u786e\u8868\u793a\u7a7a\u95f4\u7684\u65b0\u9896\u6027\uff08novelty\uff09\u53ef\u4ee5\u4f53\u73b0\u5f00\u653e\u6027\u7684\u4e00\u822c\u6982\u5ff5\u3002\u8fd9\u6837\u4e00\u6765\uff0c\u53ef\u5c06\u6d4b\u91cf\u5f00\u653e\u6027\u7684\u4e3b\u89c2\u6027\u5916\u5305\u7ed9\u8868\u5f81\u51fd\u6570\u7684\u6784\u5efa\u3002\u5728\u672c\u6587\u4e2d\uff0c\u89c6\u89c9 &#8211; \u8bed\u8a00\u57fa\u7840\u6a21\u578b\u8868\u5f81\u5145\u5f53\u4e86\u4eba\u7c7b\u8868\u5f81\u7684\u4ee3\u7406\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-a12e6c65c81f5219cb66294679e003f2.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-a12e6c65c81f5219cb66294679e003f2.png\"><\/a><\/section>\n<section><strong>\u9610\u660e<\/strong><\/section>\n<section><\/section>\n<section>\u4eba\u5de5\u751f\u547d\u7684\u53e6\u4e00\u4e2a\u5173\u952e\u76ee\u6807\u662f\u81ea\u52a8\u9610\u660e\u4e0d\u540c\u73b0\u8c61\u6784\u6210\u7684\u6574\u4e2a\u7a7a\u95f4\uff0c\u800c\u8fd9\u4e9b\u73b0\u8c61\u662f\u4ece\u57fa\u8d28\u6d8c\u73b0\u51fa\u6765\u7684\u3002\u57fa\u4e8e\u6b64\uff0c\u53ef\u4ee5\u8ba9\u6211\u4eec\u4e86\u89e3\u300c\u751f\u547d\u7684\u53ef\u80fd\u6a21\u6837\u300d\u3002\u56e0\u6b64\uff0c\u9610\u660e\u662f\u63cf\u7ed8\u548c\u5206\u7c7b\u6574\u4f53\u57fa\u8d28\u7684\u7b2c\u4e00\u6b65\u3002<\/section>\n<section><\/section>\n<section>\u4e3a\u4e86\u5b9e\u73b0\u8fd9\u4e00\u76ee\u6807\uff0cASAL \u4f1a\u641c\u7d22\u4e00\u7ec4\u6a21\u62df\u5e76\u4e14\u8fd9\u4e9b\u6a21\u62df\u4ea7\u751f\u7684\u56fe\u50cf\u4e0e\u57fa\u7840\u6a21\u578b\u8868\u5f81\u4e2d\u7684\u6700\u8fd1\u90bb\u76f8\u8ddd\u751a\u8fdc\u3002\u8be5\u56e2\u961f\u53d1\u73b0\u6700\u8fd1\u90bb\u591a\u6837\u6027\u6bd4\u57fa\u4e8e\u65b9\u5dee\u7684\u591a\u6837\u6027\u80fd\u5b9e\u73b0\u66f4\u597d\u7684\u9610\u660e\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-a80d54778f6c4ed800cdab532e27176e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-a80d54778f6c4ed800cdab532e27176e.png\"><\/a><\/section>\n<section><strong>\u5b9e\u9a8c\u8868\u660e ASAL \u8fd8\u771f\u884c<\/strong><\/section>\n<section><\/section>\n<section>\u8be5\u56e2\u961f\u4f7f\u7528\u4e0d\u540c\u7684\u57fa\u8d28\u9a8c\u8bc1\u4e86 ASAL \u8303\u5f0f\u7684\u6709\u6548\u6027\u3002<\/section>\n<section><\/section>\n<section>\u9996\u5148\uff0c\u4ed6\u4eec\u4f7f\u7528\u7684\u57fa\u7840\u6a21\u578b\u5305\u62ec CLIP \u548c DINOv2\u3002\u57fa\u8d28\u5219\u5982\u4e0b\u6240\u8ff0\uff1a<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>Boids\uff1a\u6a21\u62df\u7684\u662f N \u4e2a\u300c\u9e1f\u72b6\u7269\u4f53\uff08boids\uff09\u300d\u5728 2D \u6b27\u51e0\u91cc\u5f97\u7a7a\u95f4\u4e2d\u7684\u79fb\u52a8\u60c5\u51b5\u3002\u6240\u6709 boids \u90fd\u5171\u4eab\u6743\u91cd\u4e00\u6837\u7684\u795e\u7ecf\u7f51\u7edc\uff0c\u5176\u4f1a\u6839\u636e\u5c40\u90e8\u53c2\u8003\u7cfb\u4e2d K \u4e2a\u8fd1\u90bb boids \u5411\u5de6\u6216\u5411\u53f3\u64cd\u7eb5\u6bcf\u4e2a boid\u3002\u8be5\u57fa\u8d28\u662f\u795e\u7ecf\u7f51\u7edc\u7684\u6743\u91cd\u7a7a\u95f4\u3002<\/section>\n<section><\/section>\n<\/li>\n<li>\n<section>\u7c92\u5b50\u751f\u547d\uff1a\u6a21\u62df N \u4e2a\u7c92\u5b50\uff0c\u8fd9\u4e9b\u7c92\u5b50\u53c8\u53ef\u5206\u4e3a K \u7c7b\uff1b\u5b83\u4eec\u5728\u4e00\u4e2a 2D \u6b27\u51e0\u91cc\u5f97\u7a7a\u95f4\u8fd0\u52a8\u3002\u8be5\u57fa\u8d28\u662f K \u00d7 K \u76f8\u4e92\u4f5c\u7528\u77e9\u9635\u7684\u7a7a\u95f4\uff0c\u03b2 \u53c2\u6570\u786e\u5b9a\u4e86\u7c92\u5b50\u4e4b\u95f4\u7684\u8ddd\u79bb\u3002\u521d\u59cb\u72b6\u6001\u662f\u968f\u673a\u91c7\u6837\u7684\uff0c\u7c92\u5b50\u4f1a\u81ea\u7ec4\u7ec7\u5f62\u6210\u52a8\u6001\u6a21\u5f0f\u3002<\/section>\n<section><\/section>\n<\/li>\n<li>\n<section>\u7c7b\u751f\u547d\u7684\u5143\u80de\u81ea\u52a8\u673a\uff08CA\uff1a\u5c06\u5eb7\u5a01\u751f\u547d\u6e38\u620f\u6cdb\u5316\u5230\u6240\u6709\u5728 2D \u6805\u683c\u4e2d\u8fd0\u4f5c\u7684\u4e8c\u5143\u72b6\u6001\u5143\u80de\u81ea\u52a8\u673a\uff0c\u5176\u4e2d\u72b6\u6001\u8f6c\u6362\u4ec5\u53d6\u51b3\u4e8e\u6d3b\u7740\u7684 Moore \u90bb\u5c45\u7684\u6570\u91cf\u548c\u7ec6\u80de\u7684\u5f53\u524d\u72b6\u6001\u3002\u8be5\u57fa\u8d28\u6709 2^18 = 262,144 \u79cd\u53ef\u80fd\u7684\u6a21\u62df\u3002<\/section>\n<section><\/section>\n<\/li>\n<li>\n<section>Lenia\uff1a\u5c06\u5eb7\u5a01\u751f\u547d\u6e38\u620f\u63a8\u5e7f\u5230\u8fde\u7eed\u7a7a\u95f4\u548c\u65f6\u95f4\uff0c\u5141\u8bb8\u66f4\u9ad8\u7684\u7ef4\u5ea6\u3001\u591a\u4e2a\u6838\u548c\u591a\u4e2a\u901a\u9053\u3002\u8be5\u56e2\u961f\u4f7f\u7528\u4e86 LeniaBreeder \u4ee3\u7801\u5e93\uff0c\u5b83\u5b9a\u4e49\u4e86\u57fa\u8d28\uff0c\u5176\u4e2d\u52a8\u6001\u7ef4\u5ea6\u4e3a 45 \u4e2a\uff0c\u521d\u59cb\u72b6\u6001\u7ef4\u5ea6\u4e3a 32 \u00d7 32 \u00d7 3 = 3,072 \u4e2a\u3002\u5176\u641c\u7d22\u7a7a\u95f4\u4ee5 Bert Wang-Chak Chan 2020 \u5e74\u5728\u8bba\u6587\u300aLenia and expanded universe\u300b\u4e2d\u627e\u5230\u7684\u89e3\u4e3a\u4e2d\u5fc3\u3002<\/section>\n<section><\/section>\n<\/li>\n<li>\n<section>\u795e\u7ecf\u5143\u80de\u81ea\u52a8\u673a\uff08NCA\uff09\uff1a\u901a\u8fc7\u795e\u7ecf\u7f51\u7edc\u8868\u793a\u5c40\u90e8\u8f6c\u6362\u51fd\u6570\u6765\u53c2\u6570\u5316\u4efb\u4f55\u8fde\u7eed\u5143\u80de\u81ea\u52a8\u673a\u3002\u8be5\u57fa\u8d28\u662f\u795e\u7ecf\u7f51\u7edc\u7684\u6743\u91cd\u7a7a\u95f4\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section><strong>\u641c\u7d22\u76ee\u6807\u6a21\u62df<\/strong><\/section>\n<section><\/section>\n<section>\u5176\u4e2d\u5305\u62ec\u5355\u4e2a\u76ee\u6807\u548c\u968f\u65f6\u95f4\u53d8\u5316\u7684\u76ee\u6807\u5e8f\u5217\u3002<\/section>\n<section><\/section>\n<section>\u5bf9\u4e8e\u5355\u4e2a\u76ee\u6807\uff0c\u4ee5\u4e0b\u52a8\u56fe\u5b9a\u6027\u5730\u5c55\u793a ASAL \u7684\u826f\u597d\u6548\u679c\uff0c\u53ef\u4ee5\u627e\u5230\u4e0e\u6307\u5b9a\u63d0\u793a\u8bcd\u5339\u914d\u7684\u6a21\u62df\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-f6a884f70fba817f43c9fb80faae9418.gif\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-f6a884f70fba817f43c9fb80faae9418.gif\"><\/a><\/section>\n<section>\u5bf9\u4e8e\u65f6\u95f4\u76ee\u6807\uff0c\u4e0b\u56fe\u8868\u660e\u53ef\u4ee5\u627e\u5230\u80fd\u4ea7\u751f\u9075\u5faa\u4e00\u7cfb\u5217\u63d0\u793a\u8bcd\u7684\u8f68\u8ff9\u7684\u6a21\u62df\u3002\u901a\u8fc7\u6307\u5b9a\u6240\u9700\u7684\u8fdb\u5316\u8f68\u8ff9\u5e76\u4f7f\u7528\u7ea6\u675f\u57fa\u8d28\uff0cASAL \u53ef\u4ee5\u8bc6\u522b\u4f53\u73b0\u6240\u9700\u8fdb\u5316\u8fc7\u7a0b\u672c\u8d28\u7684\u66f4\u65b0\u89c4\u5219\u3002\u4f8b\u5982\uff0c\u5f53\u63d0\u793a\u8bcd\u5e8f\u5217\u4e3a\u300c\u4e00\u4e2a\u7ec6\u80de\u300d\u7136\u540e\u662f\u300c\u4e24\u4e2a\u7ec6\u80de\u300d\u65f6\uff0c\u76f8\u5e94\u7684\u66f4\u65b0\u89c4\u5219\u672c\u8d28\u4e0a\u5c31\u662f\u5b9e\u73b0\u81ea\u6211\u590d\u5236\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-154d42453fb533960b312a054c717f24.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-154d42453fb533960b312a054c717f24.png\"><\/a><\/section>\n<section><strong>\u641c\u7d22\u5f00\u653e\u5f0f\u6a21\u62df<\/strong><\/section>\n<section><\/section>\n<section>\u56fe 5 \u5c55\u793a\u4e86 ASAL \u5728\u7c7b\u751f\u547d\u5143\u80de\u81ea\u52a8\u673a\u7684\u5f00\u653e\u5f0f\u6a21\u62df\u4e2d\u7684\u6f5c\u529b\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-ebbaa1e1da16bdb3004695ce03875e27.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-ebbaa1e1da16bdb3004695ce03875e27.png\"><\/a><\/section>\n<section>\u6839\u636e 3 \u5f0f\u4e2d\u7684\u5f00\u653e\u5f0f\u6307\u6807\uff0c\u8457\u540d\u7684\u5eb7\u5a01\u751f\u547d\u6e38\u620f\u4f4d\u5217\u6700\u5f00\u653e\u7684\u5143\u80de\u81ea\u52a8\u673a\uff08CA\uff09\u7684\u524d 5%\u3002<\/section>\n<section><\/section>\n<section>\u56fe 5a \u8868\u660e\uff0c\u6700\u5f00\u653e\u7684 CA \u8868\u73b0\u4e86\u5904\u4e8e\u6df7\u6c8c\u8fb9\u7f18\u7684\u975e\u5e73\u51e1\u52a8\u6001\u6a21\u5f0f\uff0c\u56e0\u4e3a\u5b83\u4eec\u65e2\u6ca1\u6709\u7a33\u5b9a\u4e5f\u6ca1\u6709\u7206\u53d1\u3002<\/section>\n<section><\/section>\n<section>\u56fe 5b \u5219\u63cf\u7ed8\u4e86\u4e09\u4e2a CA \u5728 CLIP \u7a7a\u95f4\u4e2d\u968f\u6a21\u62df\u65f6\u95f4\u7684\u8f68\u8ff9\u3002\u7531\u4e8e\u57fa\u7840\u6a21\u578b\u7684\u8868\u5f81\u4e0e\u4eba\u7c7b\u8868\u5f81\u76f8\u5173\uff0c\u56e0\u6b64\u901a\u8fc7\u57fa\u7840\u6a21\u578b\u7684\u8868\u5f81\u7a7a\u95f4\u5728\u8f68\u8ff9\u4e2d\u4ea7\u751f\u65b0\u9896\u6027\u4e5f\u4f1a\u4e3a\u4eba\u7c7b\u89c2\u5bdf\u8005\u4ea7\u751f\u4e00\u7cfb\u5217\u65b0\u9896\u6027\u3002<\/section>\n<section><\/section>\n<section>\u56fe 5c \u5219\u53ef\u89c6\u5316\u4e86\u6240\u6709\u7c7b\u751f\u547d\u5143\u80de\u81ea\u52a8\u673a\uff0c\u4ece\u4e2d\u53ef\u4ee5\u770b\u5230\u6d8c\u73b0\u51fa\u7684\u6709\u610f\u4e49\u7684\u7ed3\u6784\uff1a\u6700\u5f00\u653e\u7684 CA \u7d27\u5bc6\u5730\u9760\u5728\u6a21\u62df\u4e3b\u5c9b\u5916\u7684\u4e00\u4e2a\u5c0f\u5c9b\u4e0a\u3002<\/section>\n<section><\/section>\n<section><strong>\u9610\u660e\u6574\u4f53\u57fa\u8d28<\/strong><\/section>\n<section><\/section>\n<section>\u8be5\u56e2\u961f\u4f7f\u7528\u4e86 Lenia \u548c Boids \u57fa\u8d28\u6765\u7814\u7a76\u516c\u5f0f 4 \u4e2d\u7684\u9610\u660e\u7b97\u6cd5\u7684\u6709\u6548\u6027\u3002\u57fa\u7840\u6a21\u578b\u662f CLIP \u3002\u4ed6\u4eec\u5b9a\u5236\u4e86\u4e00\u4e2a\u7528\u4e8e\u641c\u7d22\u7684\u9057\u4f20\u7b97\u6cd5\uff1a\u5728\u6bcf\u4e00\u4ee3\uff0c\u968f\u673a\u9009\u62e9\u7236\u6bcd\uff0c\u521b\u5efa\u53d8\u5f02\u7684\u5b69\u5b50\uff0c\u7136\u540e\u4fdd\u7559\u6700\u591a\u6837\u5316\u7684\u89e3\u5b50\u96c6\u3002<\/section>\n<section><\/section>\n<section>\u4e0b\u9762\u7684 2 \u4e2a\u300cSimulation Atlas\u300d\u5c55\u793a\u4e86\u751f\u6210\u7684\u6a21\u62df\u96c6\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-705b4458994057df5a6d38f819c9c415.gif\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-705b4458994057df5a6d38f819c9c415.gif\"><\/a><\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-57a36d2409bb2a038e187dcafa5797ed.gif\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-57a36d2409bb2a038e187dcafa5797ed.gif\"><\/a><\/section>\n<section>\u6b64\u53ef\u89c6\u5316\u51f8\u663e\u4e86\u6309\u89c6\u89c9\u76f8\u4f3c\u6027\u7ec4\u7ec7\u7684\u884c\u4e3a\u7684\u591a\u6837\u6027\u3002\u4f7f\u7528 Lenia \u65f6\uff0cASAL \u53d1\u73b0\u4e86\u8bb8\u591a\u524d\u6240\u672a\u89c1\u7684\u751f\u547d\u5f62\u5f0f\uff0c\u8fd9\u4e9b\u751f\u547d\u5f62\u5f0f\u7c7b\u4f3c\u4e8e\u6309\u989c\u8272\u548c\u5f62\u72b6\u7ec4\u7ec7\u7684\u7ec6\u80de\u548c\u7ec6\u83cc\u3002\u4f7f\u7528 Boids \u65f6\uff0cASAL \u91cd\u65b0\u53d1\u73b0\u4e86\u7fa4\u96c6\u884c\u4e3a\uff08flocking behavior\uff09\uff0c\u4ee5\u53ca\u5176\u4ed6\u884c\u4e3a\uff0c\u4f8b\u5982\u86c7\u884c\u3001\u5206\u7ec4\u3001\u76d8\u65cb\u548c\u5176\u5b83\u53d8\u4f53\u3002<\/section>\n<section><\/section>\n<section><strong>\u91cf\u5316\u4eba\u5de5\u751f\u547d<\/strong><\/section>\n<section><\/section>\n<section>\u57fa\u7840\u6a21\u578b\u4e0d\u4ec5\u6709\u52a9\u4e8e\u641c\u7d22\u6709\u8da3\u73b0\u8c61\uff0c\u800c\u4e14\u8fd8\u53ef\u4ee5\u91cf\u5316\u4ee5\u524d\u53ea\u80fd\u8fdb\u884c\u5b9a\u6027\u5206\u6790\u7684\u73b0\u8c61\u3002\u56fe 7 \u5c55\u793a\u4e86\u91cf\u5316\u8fd9\u4e9b\u590d\u6742\u7cfb\u7edf\u7684\u6d8c\u73b0\u884c\u4e3a\u7684\u4e0d\u540c\u65b9\u6cd5\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-4dba45e7d2cd38e547bd08e6d5de4f06.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-4dba45e7d2cd38e547bd08e6d5de4f06.png\"><\/a><\/section>\n<section>\u5728\u56fe 7a \u4e2d\uff0c\u5bf9\u4e24\u4e2a Boids \u6a21\u62df\u4e4b\u95f4\u7684\u53c2\u6570\u8fdb\u884c\u7ebf\u6027\u63d2\u503c\u3002\u8fd9\u4e2a\u4e2d\u95f4\u6a21\u62df\u7f3a\u4e4f\u4efb\u4e00\u6a21\u62df\u7684\u7279\u5f81\u5e76\u4e14\u663e\u5f97\u65e0\u5e8f\uff0c\u8868\u660e\u4e86 boids \u53c2\u6570\u7a7a\u95f4\u7684\u975e\u7ebf\u6027\u3001\u6df7\u6c8c\u6027\u8d28\u3002\u91cd\u8981\u7684\u662f\uff0c\u73b0\u5728\u53ef\u4ee5\u901a\u8fc7\u6d4b\u91cf\u4e2d\u95f4\u6a21\u62df\u7684\u6700\u7ec8\u72b6\u6001\u4e0e\u4e24\u4e2a\u539f\u59cb\u6a21\u62df\u7684 CLIP \u76f8\u4f3c\u6027\u6765\u4e3a\u8fd9\u79cd\u5b9a\u6027\u89c2\u5bdf\u63d0\u4f9b\u5b9a\u91cf\u652f\u6301\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-2b7808b3053155ab6daf24364945c35d.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-2b7808b3053155ab6daf24364945c35d.png\"><\/a><\/section>\n<section>\u56fe 7b 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