Full Gradient Deep Reinforcement Learning for Average-Reward Criterion

Tejas Pagare, Vivek Borkar, Konstantin Avrachenkov

We extend the provably convergent Full Gradient DQN algorithm for discounted reward Markov decision processes from Avrachenkov et al. (2021) to average reward problems. We experime…