arXiv stat.ML July 9, 2026 · Papers

Best-Arm Identification with Generative Proxy

arXiv:2607.06879v1 Announce Type: cross Abstract: Best-arm identification is a canonical model for data-driven decision-making, but in many applications each reward observation is costly. Motivated by the growing availability of cheap predictions from machine learning and large language models, we study fixed-confidenc