UAI 2026Accept
Interactive Multi-Objective Probabilistic Preference Learning with Soft and Hard Bounds
Authors: Edward Chen, Sang T. Truong, Natalie Dullerud, Sanmi Koyejo, Carlos Guestrin
Abstract
High-stakes decision-making involves navigating multiple competing objectives with expensive evaluations. For instance, in brachytherapy, clinicians must balance maximizing tumor coverage (e.g., an aspirational target or soft bound of >95