Tatsuya Matsushima

Policy Information Capacity: Information-Theoretic Measure for Task Complexity in Deep Reinforcement Learning

2021 · arXiv (Cornell University)

Progress in deep reinforcement learning (RL) research is largely enabled by benchmark task environments. However, analyzing the nature of those environments is often overlooked. In particular, we still do not have agreeable ways to measure …