Learning Optimal Advantage from Preferences and Mistaking It for Reward. - W. Bradley Knox; Stephane Hatgis-Kessell; Sigurdur O. Adalgeirsson; Serena Booth; Anca D. Dragan; Peter Stone 001; Scott Niekum (AAAI, 2024)

Models of human preference for learning reward functions. - W. Bradley Knox; Stephane Hatgis-Kessell; Serena Booth; Scott Niekum; Peter Stone 001; Alessandro Gabriele Allievi (Trans. Mach. Learn. Res., 2024)

Influencing Humans to Conform to Preference Models for RLHF. - Stephane Hatgis-Kessell; W. Bradley Knox; Serena Booth; Scott Niekum; Peter Stone 001 (CoRR, 2025)