209 citations · 595 across the 30 of their papers we have counts for
5 papers · 1 filter
Multiagent Model-based Credit Assignment for Continuous Control
Dongge Han, Chris Xiaoxuan Lu, Tomasz Michalak +1
Deep reinforcement learning (RL) has recently shown great promise in robotic continuous control tasks. Nevertheless, prior research in this vein center around the centralized learn…
Rational Verification for Probabilistic Systems
Julian Gutierrez, Lewis Hammond, Anthony W. Lin +2
Rational verification is the problem of determining which temporal logic properties will hold in a multi-agent system, under the assumption that agents in the system act rationally…
Equilibrium Design for Concurrent Games
Julian Gutierrez, Muhammad Najib, Giuseppe Perelli +1
In game theory, mechanism design is concerned with the design of incentives so that a desired outcome of the game can be achieved. In this paper, we study the design of incentives…
Equilibrium Refinements for Multi-Agent Influence Diagrams: Theory and Practice
Lewis Hammond, James Fox, Tom Everitt +2
Multi-agent influence diagrams (MAIDs) are a popular form of graphical model that, for certain classes of games, have been shown to offer key complexity and explainability advantag…
Multi-Agent Reinforcement Learning with Temporal Logic Specifications
Lewis Hammond, Alessandro Abate, Julian Gutierrez +1
In this paper, we study the problem of learning to satisfy temporal logic specifications with a group of agents in an unknown environment, which may exhibit probabilistic behaviour…