Wen-Bo Tian

ORPG: Reconciling Multiple Reward Objectives through Objective-wise Policy Gradients

Objective-wise Reconciled Policy Gradient (ORPG), which constructs a separate clipped policy objective for each reward and reconciles the resulting gradients into one policy update, achieves the highest average full-budget accuracy and three-budget hypervolume among the compared methods.