{"id":5458,"date":"2025-01-02T15:53:03","date_gmt":"2025-01-02T07:53:03","guid":{"rendered":"https:\/\/nullthought.net\/?p=5458"},"modified":"2025-01-02T15:53:04","modified_gmt":"2025-01-02T07:53:04","slug":"%e5%88%a9%e7%94%a8%e5%9f%ba%e7%a1%80%e6%a8%a1%e5%9e%8b%ef%bc%88foundation-models%ef%bc%89%e5%ae%9e%e7%8e%b0%e4%ba%ba%e5%b7%a5%e7%94%9f%e5%91%bd%ef%bc%88artificial-life%ef%bc%89%e6%a8%a1%e6%8b%9f","status":"publish","type":"post","link":"https:\/\/nullthought.net\/?p=5458","title":{"rendered":"\u5229\u7528\u57fa\u7840\u6a21\u578b\uff08Foundation Models\uff09\u5b9e\u73b0\u4eba\u5de5\u751f\u547d\uff08Artificial Life\uff09\u6a21\u62df\u7684\u81ea\u52a8\u5316\u641c\u7d22"},"content":{"rendered":"\n<p>\u8bba\u6587<strong><a href=\"https:\/\/www.arxiv.org\/abs\/2412.17799\" target=\"_blank\" rel=\"noreferrer noopener\">Automating the Search for Artificial Life with Foundation Models<\/a><\/strong>\u63d0\u51fa\u4e86\u4e00\u4e2a\u65b0\u7684\u7814\u7a76\u8303\u5f0f\uff0c\u5229\u7528\u57fa\u7840\u6a21\u578b\uff08Foundation Models, FMs\uff09\u81ea\u52a8\u641c\u7d22\u4eba\u5de5\u751f\u547d\uff08Artificial Life, ALife\uff09\u6a21\u62df\u3002<\/p>\n\n\n\n<p>\u8bba\u6587\u4f5c\u8005\u4e3aAkarsh Kumar, Chris Lu, Louis Kirsch, Yujin Tang, Kenneth O. Stanley, Phillip Isola, David Ha\uff0c\u6765\u81eaMIT, Sakana AI, OpenAI, The Swiss AI Lab IDSIA\u3002\u5176\u4e2dKenneth O. Stanley\u4e3a\u72ec\u7acb\u7814\u7a76\u8005\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"880\" height=\"556\" src=\"https:\/\/nullthought.net\/wp-content\/uploads\/2025\/01\/image-1.png\" alt=\"\" class=\"wp-image-5459\" srcset=\"https:\/\/nullthought.net\/wp-content\/uploads\/2025\/01\/image-1.png 880w, https:\/\/nullthought.net\/wp-content\/uploads\/2025\/01\/image-1-300x190.png 300w, https:\/\/nullthought.net\/wp-content\/uploads\/2025\/01\/image-1-768x485.png 768w\" sizes=\"auto, (max-width: 880px) 100vw, 880px\" \/><figcaption class=\"wp-element-caption\"><strong><a href=\"https:\/\/www.arxiv.org\/abs\/2412.17799\" target=\"_blank\" rel=\"noreferrer noopener\">Automating the Search for Artificial Life with Foundation Models<\/a><\/strong><\/figcaption><\/figure>\n\n\n\n<h5 class=\"wp-block-heading\">\u4e00\u3001\u7eea\u8bba<\/h5>\n\n\n\n<p>\u4eba\u5de5\u751f\u547d\uff08Artificial Life\uff0c\u7b80\u79f0ALife\uff09\u662f\u4e00\u4e2a\u8de8\u5b66\u79d1\u9886\u57df\uff0c\u81f4\u529b\u4e8e<strong>\u901a\u8fc7\u8ba1\u7b97\u673a\u6a21\u62df\u7814\u7a76\u751f\u547d\u73b0\u8c61<\/strong>\u3002\u8be5\u9886\u57df\u7684\u6838\u5fc3\u601d\u60f3\u4e0d\u4ec5\u4ec5\u662f\u7814\u7a76\u201c\u5df2\u77e5\u7684\u751f\u547d\u5f62\u5f0f\u201d\uff0c\u800c\u662f\u63a2\u7d22\u201c\u53ef\u80fd\u7684\u751f\u547d\u5f62\u5f0f\u201d\u3002\u7136\u800c\uff0c\u4eba\u5de5\u751f\u547d\u7684\u7814\u7a76\u9762\u4e34\u4e00\u4e2a\u663e\u8457\u6311\u6218\uff1a\u7531\u4e8e\u5927\u89c4\u6a21\u7684\u751f\u547d\u73b0\u8c61\u901a\u5e38\u7531\u7b80\u5355\u7684\u89c4\u5219\u6216\u5143\u7d20\u76f8\u4e92\u4f5c\u7528\u4ea7\u751f\uff0c\u7814\u7a76\u4eba\u5458\u5728\u8bbe\u5b9a\u6a21\u62df\u65f6\u5f88\u96be\u901a\u8fc7\u76f4\u89c9\u8bbe\u8ba1\u51fa\u80fd\u591f\u4ea7\u751f\u590d\u6742\u884c\u4e3a\u7684\u89c4\u5219\u3002\u56e0\u6b64\uff0c\u5386\u53f2\u4e0aALife\u9886\u57df\u7684\u8fdb\u5c55\u4e3b\u8981\u4f9d\u8d56\u4eba\u5de5\u8bbe\u8ba1\u548c\u8bd5\u9519\uff0c\u8fd9\u9650\u5236\u4e86\u5bf9\u201c\u672a\u77e5\u201d\u751f\u547d\u5f62\u5f0f\u7684\u63a2\u7d22\u548c\u53d1\u73b0\u3002<\/p>\n\n\n\n<p>\u968f\u7740\u57fa\u7840\u6a21\u578b\uff08Foundation Models\uff0cFMs\uff09\u7684\u53d1\u5c55\uff0cAI\u9886\u57df\u53d6\u5f97\u4e86\u7a81\u7834\u6027\u8fdb\u5c55\u3002\u57fa\u7840\u6a21\u578b\u901a\u8fc7\u4ece\u6d77\u91cf\u6570\u636e\u4e2d\u5b66\u4e60\u5e76\u80fd\u591f\u751f\u6210\u4e0e\u4eba\u7c7b\u8ba4\u77e5\u4e00\u81f4\u7684\u8868\u5f81\uff0c\u6210\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e00\u6311\u6218\u7684\u5173\u952e\u5de5\u5177\u3002FMs\u7684\u901a\u7528\u6027\u548c\u8868\u8fbe\u80fd\u529b\u4f7f\u5176\u5728\u5404\u4e2a\u9886\u57df\uff0c\u5c24\u5176\u662f\u4eba\u5de5\u751f\u547d\u7684\u7814\u7a76\u4e2d\uff0c\u62e5\u6709\u5de8\u5927\u7684\u6f5c\u529b\u3002\u672c\u6587\u63d0\u51fa\u4e86<strong>\u81ea\u52a8\u5316\u4eba\u5de5\u751f\u547d\u641c\u7d22\uff08Automated Search for Artificial Life<\/strong>, <strong>ASAL\uff09<\/strong>\u6846\u67b6\uff0c\u8be5\u6846\u67b6\u901a\u8fc7\u4f7f\u7528\u89c6\u89c9-\u8bed\u8a00\u57fa\u7840\u6a21\u578b\u6765\u81ea\u52a8\u641c\u7d22\u4eba\u5de5\u751f\u547d\u6a21\u62df\uff0c\u4ece\u800c\u52a0\u901f\u5bf9ALife\u73b0\u8c61\u7684\u53d1\u73b0\u3002<\/p>\n\n\n\n<p>ASAL\u7684\u6838\u5fc3\u76ee\u6807\u662f\u901a\u8fc7\u57fa\u7840\u6a21\u578b\uff0c\u81ea\u52a8\u53d1\u73b0\u548c\u63a2\u7d22\u4eba\u5de5\u751f\u547d\u6a21\u62df\u4e2d\u7684\u65b0\u73b0\u8c61\u3002\u5177\u4f53\u6765\u8bf4\uff0cASAL\u80fd\u591f\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u901a\u8fc7\u641c\u7d22\u6307\u5b9a\u76ee\u6807\u4e8b\u4ef6\u6216\u884c\u4e3a\uff0c\u627e\u5230\u80fd\u591f\u5b9e\u73b0\u8fd9\u4e9b\u76ee\u6807\u7684\u6a21\u62df\u3002<\/li>\n\n\n\n<li>\u53d1\u73b0\u4ea7\u751f\u65f6\u5e8f\u6027\u5f00\u653e\u6027\u65b0\u5947\u73b0\u8c61\u7684\u6a21\u62df\u3002<\/li>\n\n\n\n<li>\u7167\u4eae\u6574\u4e2a\u6a21\u62df\u7a7a\u95f4\uff0c\u63ed\u793a\u591a\u6837\u6027\u7684\u751f\u547d\u5f62\u5f0f\u3002<\/li>\n<\/ol>\n\n\n\n<h5 class=\"wp-block-heading\">\u4e8c\u3001\u76f8\u5173\u7814\u7a76<\/h5>\n\n\n\n<p><strong>\u4eba\u5de5\u751f\u547d\u52a8\u673a\uff1a<\/strong><br>\u4eba\u5de5\u751f\u547d\u7684\u4e3b\u8981\u76ee\u6807\u662f\u6a21\u62df\u751f\u547d\u7684\u8d77\u6e90\u3001\u6f14\u5316\u548c\u884c\u4e3a\uff0c\u4f46\u4e0e\u751f\u7269\u5b66\u7814\u7a76\u4e0d\u540c\uff0cALife\u8ffd\u6c42\u7684\u662f\u666e\u904d\u9002\u7528\u7684\u751f\u547d\u539f\u7406\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u5730\u7403\u4e0a\u7684\u751f\u547d\u5f62\u5f0f\u3002\u8fd9\u4f7f\u5f97ALife\u7cfb\u7edf\u6db5\u76d6\u4e86\u4ece\u7ec6\u80de\u81ea\u52a8\u673a\uff08Cellular Automata\uff0cCA\uff09\u5230\u795e\u7ecf\u7f51\u7edc\u4ee3\u7406\u7684\u5e7f\u6cdb\u6a21\u578b\u3002\u8fd9\u4e9b\u7cfb\u7edf\u7814\u7a76\u4e86\u81ea\u7ec4\u7ec7\u3001\u5f00\u653e\u5f0f\u6f14\u5316\u3001\u667a\u80fd\u884c\u4e3a\u548c\u96c6\u4f53\u667a\u6167\u7b49\u73b0\u8c61\u3002<\/p>\n\n\n\n<p><strong>ALife\u57fa\u8d28\uff1a<\/strong><br>ALife\u7814\u7a76\u4e2d\u4f7f\u7528\u7684\u57fa\u8d28\u79cd\u7c7b\u7e41\u591a\uff0c\u5305\u62ec\u7ecf\u5178\u7684\u751f\u547d\u6e38\u620f\uff08Game of Life\uff09\u548cLenia\u7b49\u8fde\u7eed\u52a8\u6001\u6a21\u62df\u3002\u8fd9\u4e9b\u57fa\u8d28\u901a\u5e38\u4f9d\u8d56\u7b80\u5355\u7684\u89c4\u5219\u96c6\uff0c\u901a\u8fc7\u5927\u91cf\u7684\u4ea4\u4e92\u4f5c\u7528\u5f62\u6210\u590d\u6742\u7684\u884c\u4e3a\u6a21\u5f0f\u3002\u4f8b\u5982\uff0cLenia\u5bf9\u7ecf\u5178\u751f\u547d\u6e38\u620f\u8fdb\u884c\u4e86\u63a8\u5e7f\uff0c\u5141\u8bb8\u5728\u8fde\u7eed\u7a7a\u95f4\u548c\u65f6\u95f4\u4e2d\u6a21\u62df\u751f\u547d\u73b0\u8c61\uff0c\u800c\u795e\u7ecf\u7ec6\u80de\u81ea\u52a8\u673a\uff08Neural Cellular Automata\uff0cNCA\uff09\u5219\u901a\u8fc7\u795e\u7ecf\u7f51\u7edc\u5bf9\u66f4\u65b0\u89c4\u5219\u8fdb\u884c\u53c2\u6570\u5316\u3002\u8fd9\u4e9b\u57fa\u8d28\u90fd\u5728\u7814\u7a76\u590d\u6742\u6027\u548c\u6d8c\u73b0\u884c\u4e3a\u65b9\u9762\u53d1\u6325\u7740\u91cd\u8981\u4f5c\u7528\u3002<\/p>\n\n\n\n<p><strong>\u81ea\u52a8\u5316\u641c\u7d22\u7b97\u6cd5\uff1a<\/strong><br>\u81ea\u52a8\u5316\u641c\u7d22\u662fALife\u9886\u57df\u4e2d\u5e38\u7528\u7684\u5de5\u5177\uff0c\u5c24\u5176\u5f53\u76ee\u6807\u4e8b\u4ef6\u6216\u884c\u4e3a\u80fd\u591f\u660e\u786e\u754c\u5b9a\u65f6\u3002\u65e9\u671f\uff0c\u9057\u4f20\u7b97\u6cd5\u88ab\u7528\u6765\u8fdb\u5316\u7ec6\u80de\u81ea\u52a8\u673a\uff08CA\uff09\u4ee5\u4ea7\u751f\u7279\u5b9a\u7684\u8ba1\u7b97\u7ed3\u679c\u3002\u8fd1\u5e74\u6765\uff0c\u57fa\u4e8e\u65b0\u5947\u6027\u641c\u7d22\u548c\u8d28\u91cf\u591a\u6837\u6027\u4f18\u5316\u7b97\u6cd5\u7684\u7814\u7a76\uff0c\u5df2\u7ecf\u663e\u8457\u6269\u5c55\u4e86\u8fd9\u4e00\u9886\u57df\u3002\u5c3d\u7ba1\u5982\u6b64\uff0c\u5927\u591a\u6570\u73b0\u6709\u7684\u641c\u7d22\u65b9\u6cd5\u8fd8\u662f\u53d7\u5230\u6570\u636e\u8868\u8fbe\u4e0d\u5b8c\u5907\u7684\u9650\u5236\uff0c\u65e0\u6cd5\u5b8c\u5168\u6355\u6349\u5230\u4eba\u7c7b\u5bf9\u590d\u6742\u6027\u7684\u7406\u89e3\u3002<\/p>\n\n\n\n<p><strong>\u57fa\u7840\u6a21\u578b\u7684\u5e94\u7528\uff1a<\/strong><br>\u57fa\u7840\u6a21\u578b\uff08\u5982CLIP\uff09\u5728\u591a\u4e2a\u9886\u57df\u53d6\u5f97\u4e86\u663e\u8457\u8fdb\u5c55\uff0c\u4f8b\u5982\u836f\u7269\u53d1\u73b0\u3001\u7269\u7406\u9884\u6d4b\u7b49\u3002\u5728\u4eba\u5de5\u751f\u547d\u7684\u5e94\u7528\u4e2d\uff0c\u57fa\u7840\u6a21\u578b\u7684\u5f15\u5165\u80fd\u591f\u5e2e\u52a9\u7814\u7a76\u4eba\u5458\u66f4\u597d\u5730\u5bf9\u6a21\u62df\u884c\u4e3a\u8fdb\u884c\u91cf\u5316\uff0c\u4e14\u53ef\u4ee5\u901a\u8fc7\u4e0e\u4eba\u7c7b\u8ba4\u77e5\u76f8\u4f3c\u7684\u65b9\u5f0f\uff0c\u5ea6\u91cf\u548c\u5206\u6790\u6a21\u62df\u4e2d\u6d8c\u73b0\u7684\u73b0\u8c61\u3002\u672c\u6587\u9996\u6b21\u5c06\u57fa\u7840\u6a21\u578b\u5f15\u5165ALife\u6a21\u62df\u4e2d\uff0c\u4e3a\u81ea\u52a8\u5316\u751f\u547d\u73b0\u8c61\u641c\u7d22\u63d0\u4f9b\u4e86\u65b0\u601d\u8def\u3002<\/p>\n\n\n\n<h5 class=\"wp-block-heading\">\u4e09\u3001\u65b9\u6cd5\uff1a\u81ea\u52a8\u5316\u4eba\u5de5\u751f\u547d\u641c\u7d22<\/h5>\n\n\n\n<p><strong>ASAL\u6846\u67b6\u7684\u8bbe\u8ba1\uff1a<\/strong><br>ASAL\u65b9\u6cd5\u901a\u8fc7\u5c06\u4eba\u5de5\u751f\u547d\u6a21\u62df\u8f6c\u5316\u4e3a\u4e09\u4e2a\u4e0d\u540c\u7c7b\u578b\u7684\u81ea\u52a8\u5316\u641c\u7d22\u4efb\u52a1\uff0c\u5229\u7528\u57fa\u7840\u6a21\u578b\u5b9e\u73b0\u5bf9ALife\u73b0\u8c61\u7684\u63a2\u7d22\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u76d1\u7763\u76ee\u6807\u641c\u7d22\uff1a<\/strong><br>\u76d1\u7763\u76ee\u6807\u641c\u7d22\u4efb\u52a1\u65e8\u5728\u627e\u5230\u90a3\u4e9b\u80fd\u591f\u4ea7\u751f\u7279\u5b9a\u4e8b\u4ef6\u6216\u884c\u4e3a\u5e8f\u5217\u7684\u6a21\u62df\u3002\u4f8b\u5982\uff0c\u7814\u7a76\u4eba\u5458\u53ef\u4ee5\u8f93\u5165\u201c\u4e00\u4e2a\u7ec6\u80de\u201d\u6216\u201c\u81ea\u6211\u590d\u5236\u5206\u5b50\u201d\u8fd9\u6837\u7684\u6587\u672c\u63d0\u793a\uff0cASAL\u5c06\u6839\u636e\u63d0\u793a\u81ea\u52a8\u4f18\u5316\u6a21\u62df\uff0c\u4f7f\u5176\u751f\u6210\u7b26\u5408\u9884\u671f\u884c\u4e3a\u7684\u56fe\u50cf\u3002\u8fd9\u79cd\u65b9\u6cd5\u80fd\u591f\u5e2e\u52a9\u7814\u7a76\u4eba\u5458\u53d1\u73b0\u4e0e\u6211\u4eec\u73b0\u5b9e\u4e16\u754c\u76f8\u4f3c\u7684\u751f\u547d\u5f62\u5f0f\u6216\u63a8\u6d4b\u53ef\u80fd\u7684\u751f\u547d\u8fdb\u5316\u8f68\u8ff9\u3002<\/li>\n\n\n\n<li><strong>\u5f00\u653e\u6027\u641c\u7d22\uff1a<\/strong><br>\u5f00\u653e\u6027\u6307\u7684\u662f\u6a21\u62df\u80fd\u591f\u6301\u7eed\u751f\u6210\u65b0\u5947\u7684\u3001\u4e0d\u53ef\u9884\u6d4b\u7684\u73b0\u8c61\u3002ASAL\u901a\u8fc7\u4f18\u5316\u5386\u53f2\u65b0\u5947\u6027\u5ea6\u91cf\uff0c\u5bfb\u627e\u90a3\u4e9b\u5728\u6bcf\u4e2a\u65f6\u95f4\u6b65\u90fd\u6709\u65b0\u9896\u8868\u73b0\u7684\u6a21\u62df\u3002\u8fd9\u79cd\u65b9\u6cd5\u7684\u4f18\u52bf\u5728\u4e8e\uff0c\u5b83\u901a\u8fc7\u5ea6\u91cf\u6a21\u578b\u7a7a\u95f4\u4e2d\u7684\u65b0\u9896\u6027\u6765\u8bc4\u4f30\u201c\u5f00\u653e\u6027\u201d\uff0c\u4ece\u800c\u907f\u514d\u4e86\u4eba\u5de5\u8bbe\u7f6e\u76ee\u6807\u7684\u5c40\u9650\u3002<\/li>\n\n\n\n<li><strong>\u7167\u4eae\u641c\u7d22\u7a7a\u95f4\uff1a<\/strong><br>\u7167\u4eae\u641c\u7d22\u7a7a\u95f4\u7684\u76ee\u6807\u662f\u7cfb\u7edf\u5730\u63a2\u7d22\u6a21\u62df\u7a7a\u95f4\u4e2d\u7684\u591a\u6837\u6027\uff0c\u5e2e\u52a9\u7814\u7a76\u4eba\u5458\u53d1\u73b0\u65b0\u7684\u3001\u72ec\u7279\u7684\u6a21\u62df\u884c\u4e3a\u3002\u4f8b\u5982\uff0cASAL\u80fd\u591f\u641c\u7d22\u51fa\u5177\u6709\u4e30\u5bcc\u7fa4\u4f53\u884c\u4e3a\u7684\u6a21\u62df\uff0c\u6216\u8005\u53d1\u73b0\u6bd4\u4f20\u7edf\u6a21\u62df\u66f4\u52a0\u590d\u6742\u7684\u751f\u547d\u5f62\u5f0f\u3002<\/li>\n<\/ol>\n\n\n\n<p><strong>\u57fa\u7840\u6a21\u578b\u7684\u4f5c\u7528\uff1a<\/strong><br>\u5728ASAL\u4e2d\uff0c\u4f7f\u7528\u4e86<strong><a href=\"https:\/\/nullthought.net\/?p=4920\" target=\"_blank\" rel=\"noreferrer noopener\">\u89c6\u89c9-\u8bed\u8a00\u57fa\u7840\u6a21\u578b\uff08Vision-Language Models, VLMs\uff09<\/a><\/strong>\uff0c\u4f8b\u5982CLIP\uff0c\u5c06\u6a21\u62df\u4ea7\u751f\u7684\u56fe\u50cf\u4e0e\u81ea\u7136\u8bed\u8a00\u6587\u672c\u8fdb\u884c\u5bf9\u9f50\u3002\u8fd9\u4f7f\u5f97ASAL\u80fd\u591f\u6839\u636e\u4eba\u7c7b\u5bf9\u751f\u547d\u7684\u76f4\u89c2\u7406\u89e3\u8fdb\u884c\u641c\u7d22\uff0c\u4ece\u800c\u81ea\u52a8\u53d1\u73b0\u7b26\u5408\u6211\u4eec\u8bbe\u5b9a\u7684\u76ee\u6807\u6216\u65b0\u5947\u73b0\u8c61\u7684\u6a21\u62df\u3002<\/p>\n\n\n\n<h5 class=\"wp-block-heading\">\u56db\u3001\u5b9e\u9a8c<\/h5>\n\n\n\n<p><strong>1. \u76ee\u6807\u6a21\u62df\u641c\u7d22\uff1a<\/strong><br>\u5728Lenia\u3001Boids\u548c\u7c92\u5b50\u751f\u547d\u57fa\u8d28\u4e0a\uff0cASAL\u6210\u529f\u5730\u901a\u8fc7\u76d1\u7763\u76ee\u6807\u641c\u7d22\u53d1\u73b0\u4e86\u4e0e\u6307\u5b9a\u63d0\u793a\u5339\u914d\u7684\u6a21\u62df\u3002\u5728Lenia\u4e2d\uff0cASAL\u53d1\u73b0\u4e86\u7b26\u5408\u201c\u4e00\u4e2a\u7ec6\u80de\u201d\u6216\u201c\u81ea\u6211\u590d\u5236\u5206\u5b50\u201d\u7b49\u63d0\u793a\u7684\u6a21\u62df\uff0c\u5e76\u751f\u6210\u4e86\u4e0e\u8fd9\u4e9b\u76ee\u6807\u4e00\u81f4\u7684\u56fe\u50cf\u3002<\/p>\n\n\n\n<p><strong>2. \u5f00\u653e\u6027\u6a21\u62df\u641c\u7d22\uff1a<\/strong><br>\u901a\u8fc7\u5728\u751f\u547d\u6e38\u620f\u7684\u53d8\u4f53\u4e2d\u6267\u884c\u5f00\u653e\u6027\u641c\u7d22\uff0cASAL\u6210\u529f\u5730\u8bc6\u522b\u51fa\u4e86\u5177\u6709\u5f00\u653e\u6027\u7279\u5f81\u7684\u6a21\u62df\u3002\u8fd9\u4e9b\u6a21\u62df\u80fd\u591f\u751f\u6210\u6301\u7eed\u7684\u65b0\u9896\u6027\uff0c\u8868\u73b0\u51fa\u7c7b\u4f3c\u81ea\u7136\u754c\u4e2d\u751f\u547d\u4e0d\u65ad\u8fdb\u5316\u7684\u7279\u70b9\u3002\u4f8b\u5982\uff0cASAL\u53d1\u73b0\u4e86\u4e00\u4e9b\u6a21\u62df\uff0c\u5b83\u4eec\u4e0d\u4ec5\u4e0d\u4f1a\u505c\u6b62\u53d8\u5316\uff0c\u8fd8\u4f1a\u5728\u6a21\u62df\u8fc7\u7a0b\u4e2d\u4e0d\u65ad\u751f\u6210\u65b0\u7684\u7ed3\u6784\u3002<\/p>\n\n\n\n<p><strong>3. \u7167\u4eae\u6574\u4e2a\u641c\u7d22\u7a7a\u95f4\uff1a<\/strong><br>ASAL\u8fd8\u5229\u7528\u7167\u4eae\u641c\u7d22\u7a7a\u95f4\u7684\u65b9\u6cd5\uff0c\u5728Lenia\u548cBoids\u57fa\u8d28\u4e2d\u63a2\u7d22\u4e86\u4e30\u5bcc\u7684\u591a\u6837\u6027\u3002\u4f8b\u5982\uff0c\u5728Lenia\u4e2d\uff0cASAL\u53d1\u73b0\u4e86\u4e4b\u524d\u672a\u89c1\u8fc7\u7684\u751f\u547d\u5f62\u5f0f\uff0c\u6a21\u62df\u4e2d\u7684\u7ec6\u80de\u548c\u7ec6\u83cc\u5f62\u6001\u5448\u73b0\u51fa\u4e0d\u540c\u7684\u989c\u8272\u548c\u5f62\u72b6\u3002\u5bf9\u4e8eBoids\uff0cASAL\u91cd\u65b0\u53d1\u73b0\u4e86\u7fa4\u4f53\u884c\u4e3a\uff0c\u63a2\u7d22\u51fa\u4e86\u5982\u86c7\u5f62\u3001\u73af\u5f62\u3001\u805a\u96c6\u7b49\u4e0d\u540c\u7684\u96c6\u7fa4\u884c\u4e3a\u3002<\/p>\n\n\n\n<p><strong>4. \u5b9a\u91cf\u5206\u6790\uff1a<\/strong><br>ASAL\u4e0d\u4ec5\u53ef\u4ee5\u53d1\u73b0\u65b0\u73b0\u8c61\uff0c\u8fd8\u80fd\u591f\u5b9a\u91cf\u5206\u6790\u8fd9\u4e9b\u73b0\u8c61\u3002\u4f8b\u5982\uff0c\u901a\u8fc7\u6d4b\u91cfCLIP\u76f8\u4f3c\u5ea6\uff0cASAL\u80fd\u591f\u5224\u65ad\u7c92\u5b50\u751f\u547d\u6a21\u62df\u4e2d\u201c\u6bdb\u866b\u201d\u5f62\u6001\u7684\u5f62\u6210\u4e0e\u7c92\u5b50\u6570\u91cf\u4e4b\u95f4\u7684\u5173\u7cfb\uff0c\u8bc1\u660e\u4e86\u201c\u66f4\u591a\u5c31\u662f\u4e0d\u540c\u201d\u7684\u89c4\u5f8b\u3002\u6b64\u5916\uff0cASAL\u8fd8\u901a\u8fc7\u6d4b\u91cf\u6a21\u62df\u8fc7\u7a0b\u4e2d\u7684CLIP\u5411\u91cf\u53d8\u5316\uff0c\u63d0\u4f9b\u4e86\u5173\u4e8eLenia\u6a21\u62df\u662f\u5426\u5df2\u7ecf\u8fdb\u5165\u9759\u6b62\u72b6\u6001\u7684\u5b9a\u91cf\u6307\u6807\u3002<\/p>\n\n\n\n<h5 class=\"wp-block-heading\">\u4e94\u3001\u7ed3\u8bba<\/h5>\n\n\n\n<p>\u672c\u6587\u63d0\u51fa\u7684ASAL\u65b9\u6cd5\u901a\u8fc7\u57fa\u7840\u6a21\u578b\u7684\u5f15\u5165\uff0c\u6210\u529f\u5730\u5b9e\u73b0\u4e86\u4eba\u5de5\u751f\u547d\u6a21\u62df\u7684\u81ea\u52a8\u5316\u641c\u7d22\u3002\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0cASAL\u4e0d\u4ec5\u80fd\u591f\u6709\u6548\u5730\u53d1\u73b0\u7b26\u5408\u76ee\u6807\u7684\u6a21\u62df\uff0c\u8fd8\u80fd\u591f\u8bc6\u522b\u51fa\u5f00\u653e\u6027\u548c\u591a\u6837\u6027\u7684\u6a21\u62df\u884c\u4e3a\uff0c\u63a8\u52a8\u4e86\u4eba\u5de5\u751f\u547d\u7814\u7a76\u7684\u8fdb\u5c55\u3002<\/p>\n\n\n\n<p><strong>\u672a\u6765\u65b9\u5411\uff1a<\/strong><br>\u672a\u6765\uff0cASAL\u53ef\u4ee5\u8fdb\u4e00\u6b65\u7ed3\u5408\u89c6\u9891-\u8bed\u8a00\u57fa\u7840\u6a21\u578b\uff0c\u4ee5\u66f4\u597d\u5730\u5904\u7406\u52a8\u6001\u6a21\u62df\uff0c\u6216\u8005\u91c7\u7528\u4e09\u7ef4\u57fa\u7840\u6a21\u578b\u6765\u5e94\u5bf9\u4e09\u7ef4\u7a7a\u95f4\u4e2d\u7684\u6a21\u62df\u3002\u6b64\u5916\uff0c\u7ed3\u5408\u5927\u89c4\u6a21\u7684\u8ba1\u7b97\u80fd\u529b\u548c\u66f4\u5f3a\u5927\u7684\u57fa\u7840\u6a21\u578b\uff0cASAL\u53ef\u80fd\u5e2e\u52a9\u79d1\u5b66\u5bb6\u81ea\u52a8\u641c\u7d22\u51fa\u66f4\u52a0\u590d\u6742\u7684\u751f\u547d\u5f62\u5f0f\uff0c\u751a\u81f3\u63ed\u793a\u5916\u661f\u751f\u547d\u7684\u53ef\u80fd\u6027\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u8bba\u6587Automating the Search for Artificial Life with Founda [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","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":"","ast-disable-related-posts":"","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":"set","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center 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Founda&hellip;","_links":{"self":[{"href":"https:\/\/nullthought.net\/index.php?rest_route=\/wp\/v2\/posts\/5458","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/nullthought.net\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/nullthought.net\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/nullthought.net\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/nullthought.net\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=5458"}],"version-history":[{"count":1,"href":"https:\/\/nullthought.net\/index.php?rest_route=\/wp\/v2\/posts\/5458\/revisions"}],"predecessor-version":[{"id":5460,"href":"https:\/\/nullthought.net\/index.php?rest_route=\/wp\/v2\/posts\/5458\/revisions\/5460"}],"wp:attachment":[{"href":"https:\/\/nullthought.net\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=5458"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/nullthought.net\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=5458"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/nullthought.net\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=5458"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}