[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"tag-continual-learning":3},{"tag":4,"articles":11},{"id":5,"name":6,"slug":7,"article_count":8,"description_zh":9,"description_en":10},"14db0e77-3264-43f8-841f-5c1c7e45360b","continual learning","continual-learning",7,"持續學習研究關注模型在資料流、任務切分與環境變動下，如何保留舊知識並吸收新資訊。它牽涉災難性遺忘、測試時更新、安全控制與長期部署，對串流系統、RL 與 LLM 適應都很關鍵。","Continual learning studies how models retain prior knowledge while adapting to new data in streams, task splits, and changing environments. It connects to catastrophic forgetting, test-time updates, safe RL, and long-running deployment for systems that must keep learning.",[12,21,28],{"id":13,"slug":14,"title":15,"summary":16,"category":17,"image_url":18,"cover_image":18,"language":19,"created_at":20},"7459b8af-e677-4be6-a601-67ed8909a425","task-boundaries-can-skew-continual-learning-results-zh","任務邊界會扭曲持續學習","這篇 arXiv 論文指出，串流持續學習的任務切分不是小事；同一份資料流，只要任務邊界不同，評估結論就可能改變。","research","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1777010816716-77s9.png","zh","2026-04-24T06:06:30.918134+00:00",{"id":22,"slug":23,"title":24,"summary":25,"category":17,"image_url":26,"cover_image":26,"language":19,"created_at":27},"947e3be0-2b4b-4719-90d1-ddd1ac80f18a","safe-continual-rl-changing-environments-zh","安全持續學習還沒解題","這篇 arXiv 研究把安全 RL 和持續 RL 放在一起看，指出環境一變，現有方法常常顧不了安全，也守不住舊行為。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1776838196623-anqk.png","2026-04-22T06:09:32.609993+00:00",{"id":29,"slug":30,"title":31,"summary":32,"category":33,"image_url":34,"cover_image":34,"language":19,"created_at":35},"779f5798-9c39-4ce2-95d7-f0abfd24a695","five-ai-infra-frontiers-bessemer-2026-zh","Bessemer 看準的 5 個 AI 基礎設施前線","Bessemer 2026 AI infra 藍圖指向 memory、continual learning、RL、inference 與 world models。重點不是更大模型，而是讓 AI 真正進到生產環境。","industry","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1775164388114-uo7t.png","2026-04-02T21:12:39.852377+00:00"]