2 papers
stat.ML2024
An Investigation of Offline Reinforcement Learning in Factorisable Action Spaces
Alex Beeson, David Ireland, Giovanni Montana
Expanding reinforcement learning (RL) to offline domains generates promising prospects, particularly in sectors where data collection poses substantial challenges or risks. Pivotal…
cs.LG2024
REValueD: Regularised Ensemble Value-Decomposition for Factorisable Markov Decision Processes
David Ireland, Giovanni Montana
Discrete-action reinforcement learning algorithms often falter in tasks with high-dimensional discrete action spaces due to the vast number of possible actions. A recent advancemen…