Policy Gradient

Planning to Learn: Bridging Cross-Entropy and Policy Gradient with Horizon Loss

規劃學習：以 Horizon Loss 橋接交叉熵與策略梯度的全新損失函數

This study explains why exact policy gradient loses to cross-entropy due to myopic updates, introducing 'horizon loss' to dynamically balance immediate rewards and future learning.