523 citations · 1.1k across the 28 of their papers we have counts for
3 papers · 1 filter
Knapsack based Optimal Policies for Budget-Limited Multi-Armed Bandits
Long Tran-Thanh, Archie Chapman, Alex Rogers +1
In budget-limited multi-armed bandit (MAB) problems, the learner's actions are costly and constrained by a fixed budget. Consequently, an optimal exploitation policy may not be to…
Automated Planning in Repeated Adversarial Games
Enrique Munoz de Cote, Archie C. Chapman, Adam M. Sykulski +1
Game theory's prescriptive power typically relies on full rationality and/or self-play interactions. In contrast, this work sets aside these fundamental premises and focuses instea…
Filtered Fictitious Play for Perturbed Observation Potential Games and Decentralised POMDPs
Archie C. Chapman, Simon A. Williamson, Nicholas R. Jennings
Potential games and decentralised partially observable MDPs (Dec-POMDPs) are two commonly used models of multi-agent interaction, for static optimisation and sequential decisionmak…