[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"topic-en-safe-continual-rl-for-changing-real-world-systems":3},{"cluster":4,"timeline":16},{"id":5,"slug":6,"title":7,"pinned":8,"status":9,"summary":10,"category":11,"language":12,"created_at":13,"merged_into":14,"article_count":15,"first_seen_at":13,"last_updated_at":13},"b2450e8e-2167-4fa3-884b-53e66e40f919","safe-continual-rl-for-changing-real-world-systems","Safe Continual RL for Changing Real-World Systems",false,"active","This paper studies how to keep RL controllers safe while they adapt to non-stationary systems—and shows why existing methods still fall short.","research","en","2026-07-05T09:04:36.444633+00:00",null,1,[17],{"id":18,"slug":19,"title":7,"summary":10,"category":11,"image_url":20,"cover_image":20,"published_at":21,"is_canonical_seed":22},"89d74343-03a7-4325-88e0-14029dab320d","safe-continual-rl-changing-environments-en","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1776838195882-6v8v.png","2026-04-22T06:09:33.379+00:00",true]