V-SHARE: Provable Convergence Guarantees for Advantage-based Algorithms

Kintan Saha, Hamed Masoudi, Xinyi Sheng +3

In reinforcement learning, advantage-based value-learning methods, unlike standard Q-learning, share information across actions by decomposing the action-value function into a stat…