Abhishek Naik

Average-Reward Learning and Planning with Options

2021 · arXiv (Cornell University)

We extend the options framework for temporal abstraction in reinforcement learning from discounted Markov decision processes (MDPs) to average-reward MDPs. Our contributions include general convergent off-policy inter-option learning algorithms, intra-option algorithms for learning values and …