Xiong Huaqing

Finite-time theory for momentum Q-learning

Existing studies indicate that momentum ideas in conventional optimization can be used to improve the performance of Q-learning algorithms. However, the finite-time analysis for momentum-based Q-learning algorithms is only available for the tabular case without function approximation. This paper ana…