PAC Apprenticeship Learning with Bayesian Active Inverse Reinforcement Learning. - Ondrej Bajgar; Dewi S. W. Gould; Jonathon Liu; Alessandro Abate; Konstantinos Gatsis; Michael A. Osborne (CoRR, 2025)

SKATE, a Scalable Tournament Eval: Weaker LLMs differentiate between stronger ones using verifiable challenges. - Dewi S. W. Gould; Bruno Mlodozeniec; Samuel F. Brown (CoRR, 2025)