Off-Policy Learning in Large Action Spaces: Optimization Matters More Than Estimation

Imad Aouali, Otmane Sakhi

Off-policy evaluation (OPE) and off-policy learning (OPL) are foundational for decision-making in offline contextual bandits. Recent advances in OPL primarily optimize OPE estimato…