45%Niche pick?Niche pickVote to see the scoreNeurIPS 2026U FreiburgU Technology NurembergELLIS Institute Tübingen & UELLIS Institute TübingenLLM pretraining & scaling lawsWhen is Warmstarting Effective for Scaling Language Models?Neeratyoy Mallik, Maciej Janowski, Johannes Hog, Herilalaina Rakotoarison and 3 moreSydney Poster Session 1, Tue, Dec 8, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026– ReadersNo votes yet0/20 AI panelreviewers recommend itReaders and the AI panel: vote on this paper to see what they said.Worth readingNot for meOnly vote on papers you've read. Sign in with GitHub to vote.AI panel: 0 of 20 reviewers recommend itlenient 0/5medium 0/10strict 0/5
88%Must read?Must readVote to see the scoreNeurIPS 2026ELLIS Institute TübingenTechnical University of DarmstadELLIS Institute & MPI IntellAI oversight & deceptionModels That Know How Evaluations Are Designed Score SaferModels with evaluation meta-knowledge about benchmark structures score safer via implicit behavioral shifts, confounding safety assessments independently of explicit awareness.Katharina Deckenbach, Haritz Puerto, Jonas Geiping, Sahar AbdelnabiParis Poster Session 5, Fri, Dec 11, 11:30 AM–1:30 PM, Paris Poster Hall · Published 2026 · ▲ 6 on Hugging Face · Code ★ 3– ReadersNo votes yet15/20 AI panelreviewers recommend itReaders and the AI panel: vote on this paper to see what they said.Worth readingNot for meOnly vote on papers you've read. Sign in with GitHub to vote.AI panel: 15 of 20 reviewers recommend itlenient 5/5medium 9/10strict 1/5
80%Must read?Must readVote to see the scoreNeurIPS 2026ELLIS Institute TübingenU FreiburgUniversität LeipzigELLIS Institute TuebingenAutoML & architecture searchAn Open-Source Training Dataset for Foundation Models for Black-box OptimizationBBO-Pile provides 500K real-world black-box optimization trajectories across 3095 problems, and trained foundation models show large-scale pre-training effectively imitates optimization methods.Aaron Klein, Herilalaina Rakotoarison, Luca Thale-Bombien, David SalinasParis Poster Session 3, Thu, Dec 10, 12:30 PM–2:30 PM, Paris Poster Hall · Published 2026 · ▲ 1 on Hugging Face– ReadersNo votes yet12/20 AI panelreviewers recommend itReaders and the AI panel: vote on this paper to see what they said.Worth readingNot for meOnly vote on papers you've read. Sign in with GitHub to vote.AI panel: 12 of 20 reviewers recommend itlenient 4/5medium 6/10strict 2/5