Alain Gosselin

ChronosPerseus: Randomized Point-based Value Iteration with Importance Sampling for POSMDPs

2022 · arXiv (Cornell University)

In reinforcement learning, agents have successfully used environments modeled with Markov decision processes (MDPs). However, in many problem domains, an agent may suffer from noisy observations or random times until its subsequent decision. While partially …