{"id":3295,"date":"2025-06-18T11:01:05","date_gmt":"2025-06-18T03:01:05","guid":{"rendered":"https:\/\/theexchain.com\/decentralized-ai-training-pioneering-the-future-of-collaborative-intelligence\/"},"modified":"2025-06-18T11:01:05","modified_gmt":"2025-06-18T03:01:05","slug":"%e5%88%86%e6%95%a3%e5%bc%8f-ai-%e8%a8%93%e7%b7%b4%e9%96%8b%e5%89%b5%e5%8d%94%e4%bd%9c%e6%99%ba%e6%85%a7%e7%9a%84%e6%9c%aa%e4%be%86","status":"publish","type":"post","link":"https:\/\/theexchain.com\/zh\/%e5%88%86%e6%95%a3%e5%bc%8f-ai-%e8%a8%93%e7%b7%b4%e9%96%8b%e5%89%b5%e5%8d%94%e4%bd%9c%e6%99%ba%e6%85%a7%e7%9a%84%e6%9c%aa%e4%be%86\/","title":{"rendered":"\u5206\u6563\u5f0f AI \u8a13\u7df4\uff1a\u958b\u5275\u5354\u4f5c\u5f0f\u667a\u6167\u7684\u672a\u4f86"},"content":{"rendered":"

\u5206\u6563\u5f0f\u8a13\u7df4\u4ee3\u8868\u4e86\u4eba\u5de5\u667a\u6167\u7684\u7a81\u7834\u6027\u524d\u6cbf\uff0c\u5c07\u5340\u584a\u93c8\u539f\u5247\u5ef6\u4f38\u81f3\u4eba\u5de5\u667a\u6167\u6642\u4ee3\uff0c\u540c\u6642\u70ba\u5168\u7403\u5354\u4f5c\u7684\u667a\u6167\u751f\u7522\u7cfb\u7d71\u5960\u5b9a\u57fa\u790e\u3002\u9019\u7a2e\u7bc4\u5f0f\u8f49\u79fb\u89e3\u6c7a\u4e86\u4eba\u5de5\u667a\u80fd\u50f9\u503c\u93c8\u4e2d\u7684\u95dc\u9375\u6311\u6230\uff0c\u5176\u4e2d\u6a21\u578b\u8a13\u7df4\u4ecd\u7136\u662f\u8cc7\u6e90\u5bc6\u96c6\u5ea6\u6700\u9ad8\u3001\u6280\u8853\u8981\u6c42\u6700\u9ad8\u7684\u968e\u6bb5\uff0c\u6c7a\u5b9a\u4e86\u6a21\u578b\u7684\u6700\u7d42\u80fd\u529b\u548c\u5be6\u969b\u61c9\u7528\u3002<\/p>\n

\u76ee\u524d\u6709\u56db\u7a2e\u4e3b\u8981\u7684\u8a13\u7df4\u67b6\u69cb\u5728\u9019\u500b\u9818\u57df\u4e2d\u4f54\u6709\u4e3b\u5c0e\u5730\u4f4d\uff1a<\/p>\n

1.**\u96c6\u4e2d\u5f0f\u8a13\u7df4**\uff1a\u50b3\u7d71\u65b9\u6cd5\uff0c\u7531\u55ae\u4e00\u5be6\u9ad4\u5728\u672c\u6a5f\u9ad8\u6548\u80fd\u96c6\u7fa4\u4e0a\u57f7\u884c\u6240\u6709\u8a13\u7df4\u7a0b\u5e8f\u3002\u9019\u7a2e\u65b9\u6cd5\u96d6\u7136\u9ad8\u6548\u4e14\u53ef\u63a7\uff0c\u4f46\u537b\u9762\u81e8\u8cc7\u6599\u58df\u65b7\u3001\u8cc7\u6e90\u969c\u7919\u548c\u55ae\u9ede\u6f0f\u6d1e\u7b49\u554f\u984c\u3002<\/p>\n

2.**\u5206\u6563\u5f0f\u8a13\u7df4**\uff1a\u5927\u578b\u6a21\u578b\u7684\u4e3b\u6d41\u65b9\u6cd5\uff0c\u6d89\u53ca\u5728\u591a\u53f0\u6a5f\u5668\u4e0a\u9032\u884c\u4efb\u52d9\u5206\u89e3\uff0c\u540c\u6642\u4fdd\u6301\u96c6\u4e2d\u63a7\u5236\u3002\u6280\u8853\u5305\u62ec\u8cc7\u6599\u4e26\u884c\u3001\u6a21\u578b\u4e26\u884c\u3001\u7ba1\u9053\u4e26\u884c\u548c\u5f35\u91cf\u4e26\u884c\u3002<\/p>\n

3.**\u5206\u6563\u5f0f\u8a13\u7df4**\uff1a\u4e00\u7a2e\u5f37\u8abf\u958b\u653e\u6027\u8207\u6297\u6aa2\u67e5\u7684\u65b0\u8208\u8def\u5f91\uff0c\u5728\u6b64\u8def\u5f91\u4e2d\uff0c\u4e0d\u53d7\u4fe1\u4efb\u7684\u7bc0\u9ede\u5728\u6c92\u6709\u4e2d\u592e\u5354\u8abf\u7684\u60c5\u6cc1\u4e0b\u9032\u884c\u5354\u4f5c\u3002\u4e3b\u8981\u6311\u6230\u5305\u62ec\u88dd\u7f6e\u7570\u8cea\u6027\u3001\u901a\u8a0a\u74f6\u9838\u3001\u7f3a\u4e4f\u53ef\u4fe1\u8cf4\u7684\u57f7\u884c\uff0c\u4ee5\u53ca\u5354\u8abf\u7684\u8907\u96dc\u6027\u3002<\/p>\n

4.**Federated Learning**\uff1a\u7d50\u5408\u5206\u6563\u5f0f\u8a13\u7df4\u7684\u5de5\u7a0b\u7d50\u69cb\u8207\u5206\u6563\u5f0f\u8cc7\u6599\u512a\u52e2\u7684\u904e\u6e21\u6a21\u578b\uff0c\u7279\u5225\u9069\u5408\u96b1\u79c1\u654f\u611f\u7684\u61c9\u7528\u7a0b\u5f0f\u3002<\/p>\n

\u958b\u5275\u5206\u6563\u5f0f\u8a13\u7df4\u7684\u9818\u5148\u5c08\u6848\u5305\u62ec Prime Intellect\u3001Pluralis.ai\u3001Gensyn\u3001Nous Research \u548c Flock.io\uff0c\u6bcf\u500b\u5c08\u6848\u90fd\u63d0\u4f9b\u7368\u7279\u7684\u6280\u8853\u65b9\u6cd5\uff1a<\/p>\n

- **Prime Intellect** \u900f\u904e\u5176 PRIME-RL \u6846\u67b6\u3001TOPLOC \u9a57\u8b49\u548c SHARDCAST \u6b0a\u91cd\u805a\u5408\u5354\u8b70\uff0c\u5c08\u6ce8\u65bc\u53ef\u9a57\u8b49\u7684\u5f37\u5316\u5b78\u7fd2\u3002
\n- **Pluralis.ai**\u900f\u904e\u5176\u901a\u8a0a\u5354\u5b9a\u5b78\u7fd2\uff08Protocol Learning\uff09\u6982\u5ff5\uff0c\u63a2\u7d22\u7570\u6b65\u6a21\u578b\u4e26\u884c\u6027\u8207\u7d50\u69cb\u58d3\u7e2e\u3002
\n- **Gensyn** \u5229\u7528\u5176 RL Swarm \u7cfb\u7d71\u548c Proof-of-Learning \u6a5f\u5236\uff0c\u70ba\u8a13\u7df4\u4efb\u52d9\u5efa\u7acb\u53ef\u9a57\u8b49\u7684\u57f7\u884c\u5c64\u3002
\n- **Nous Research** \u900f\u904e\u5176 Psyche \u7db2\u8def\u548c DisTrO \u6700\u4f73\u5316\u5668\uff0c\u5f37\u8abf\u8a8d\u77e5\u9032\u5316\u3002
\n- **Flock.io**\u4ee5\u5340\u584a\u93c8\u70ba\u57fa\u790e\u7684\u5354\u8abf\u589e\u5f37\u806f\u5408\u5b78\u7fd2\u3002<\/p>\n

\u6b64\u751f\u614b\u7cfb\u7d71\u9084\u5305\u62ec Bagel (zkLoRA \u9a57\u8b49)\u3001Pond (GNN \u5fae\u8abf) \u548c RPS Labs (DeFi \u61c9\u7528\u7a0b\u5f0f) \u7b49\u5f8c\u671f\u8a13\u7df4\u89e3\u6c7a\u65b9\u6848\uff0c\u5f62\u6210\u5f9e\u57fa\u790e\u67b6\u69cb\u5230\u90e8\u7f72\u7684\u5b8c\u6574\u50f9\u503c\u93c8\u3002<\/p>\n

\u96a8\u8457\u8a72\u9818\u57df\u7684\u767c\u5c55\uff0c\u5206\u6563\u5f0f\u8a13\u7df4\u65e2\u9762\u81e8\u6280\u8853\u969c\u7919\uff0c\u4e5f\u5177\u6709\u5de8\u5927\u7684\u6f5b\u529b\u3002\u96d6\u7136\u5206\u6563\u5f0f\u8a13\u7df4\u4e26\u4e0d\u9069\u5408\u6240\u6709\u4efb\u52d9\u985e\u578b\uff0c\u4f46\u5b83\u5728\u8f15\u91cf\u3001\u53ef\u4e26\u884c\u7684\u60c5\u5883\u4e2d\u986f\u5f97\u7279\u5225\u6709\u524d\u9014\uff0c\u4f8b\u5982 LoRA \u5fae\u8abf\u3001RLHF\/DPO \u5c0d\u9f4a\u4efb\u52d9\u548c\u908a\u7de3\u88dd\u7f6e\u5354\u4f5c\u3002\u5340\u584a\u93c8\u7684\u4fe1\u4efb\u6a5f\u5236\u8207\u4eba\u5de5\u667a\u80fd\u7684\u8a08\u7b97\u9700\u6c42\u76f8\u7d50\u5408\uff0c\u6700\u7d42\u53ef\u80fd\u6703\u70ba\u958b\u653e\u3001\u5354\u4f5c\u5f0f\u667a\u6167\u958b\u767c\u5275\u9020\u65b0\u7684\u7bc4\u4f8b\u3002<\/p>","protected":false},"excerpt":{"rendered":"

Decentralized training represents a groundbreaking frontier in artificial intelligence, extending blockchain principles into the AI era while laying the foundation for globally collaborative intelligent production systems. This paradigm shift addresses critical challenges in AI’s value chain, where model training remains the most resource-intensive and technically demanding phase, determining a model’s ultimate capabilities and practical applications. […]<\/p>","protected":false},"author":1,"featured_media":3294,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"om_disable_all_campaigns":false,"footnotes":""},"categories":[35],"tags":[],"class_list":["post-3295","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-market-insight"],"_links":{"self":[{"href":"https:\/\/theexchain.com\/zh\/wp-json\/wp\/v2\/posts\/3295","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/theexchain.com\/zh\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/theexchain.com\/zh\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/theexchain.com\/zh\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/theexchain.com\/zh\/wp-json\/wp\/v2\/comments?post=3295"}],"version-history":[{"count":0,"href":"https:\/\/theexchain.com\/zh\/wp-json\/wp\/v2\/posts\/3295\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/theexchain.com\/zh\/wp-json\/wp\/v2\/media\/3294"}],"wp:attachment":[{"href":"https:\/\/theexchain.com\/zh\/wp-json\/wp\/v2\/media?parent=3295"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/theexchain.com\/zh\/wp-json\/wp\/v2\/categories?post=3295"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/theexchain.com\/zh\/wp-json\/wp\/v2\/tags?post=3295"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}