Optimal Estimation of the Best Mean in Multi-Armed BanditsTakayuki OsogamiJunya Hondaet al.2025NeurIPS 2025
Deferring Concept Bottleneck Models: Learning to Defer Interventions to Inaccurate ExpertsAndrea PugnanaRiccardo Massiddaet al.2025NeurIPS 2025
Optimality and NP-Hardness of Transformers in Learning Markovian Dynamical FunctionsYanna DingSongtao Luet al.2025NeurIPS 2025
Structured Sparse Transition Matrices to Enable State Tracking in State-Space ModelsAleksandar TerzicNicolas Menetet al.2025NeurIPS 2025
Advancing Fluorescence Light Detection and Ranging in Scattering Media with a Physics-Guided Mixture-of-Experts and Evidential CriticsIsmail ErbasFerhat Demikiranet al.2025NeurIPS 2025
Toward a Coherent Virtual Cell Model: Probing Biological World-Model Coherence in Transcriptomic Foundation ModelsNoa MorielYishai Shimoniet al.2025NeurIPS 2025
Foundation Models Enabling Multi-Scale Battery Materials Discovery: From Molecules To DevicesVidushi SharmaAndy Teket al.2025NeurIPS 2025
FlowState: Sampling-Rate Invariant Time Series Foundation Model with Dynamic Forecasting HorizonsLars GrafThomas Bohnstinglet al.2025NeurIPS 2025
Specifying exact circuit algorithms in universal transformersTaku ItoRuchir Puriet al.2025NeurIPS 2025