[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"topic-en-label-free-real-bogus-classification-with-calibrated-uncerta":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},"855b530f-848e-423e-89dc-56d29e46cbb7","label-free-real-bogus-classification-with-calibrated-uncerta","Label-free real-bogus classification with calibrated uncertainty",false,"active","This paper shows injection-driven training can classify real vs bogus transients without human labels and still produce calibrated uncertainty.","research","en","2026-07-07T07:02:33.302316+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},"9d0b4bb8-5567-4f21-9249-5ec5f81a0245","label-free-real-bogus-classification-uncertainty-en","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1783407776599-fpjx.png","2026-07-07T07:02:32.34+00:00",true]