Showing cs.LGShow all
2 papers · 1 filter
cs.LG2023
Bag of Policies for Distributional Deep Exploration
Asen Nachkov, Luchen Li, Giulia Luise +2
Efficient exploration in complex environments remains a major challenge for reinforcement learning (RL). Compared to previous Thompson sampling-inspired mechanisms that enable temp…
cs.LG2021
Bayesian Distributional Policy Gradients
Luchen Li, A. Aldo Faisal
Distributional Reinforcement Learning (RL) maintains the entire probability distribution of the reward-to-go, i.e. the return, providing more learning signals that account for the…