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07/11/2023
On Imperfect Recall in Multi-Agent Influence Diagrams
Multi-agent influence diagrams (MAIDs) are a popular game-theoretic mode...
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01/05/2023
Reasoning about Causality in Games
Causal reasoning and game-theoretic reasoning are fundamental topics in ...
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12/28/2022
Lexicographic Multi-Objective Reinforcement Learning
In this work we introduce reinforcement learning techniques for solving ...
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09/30/2022
Observational Robustness and Invariances in Reinforcement Learning via Lexicographic Objectives
Policy robustness in Reinforcement Learning (RL) may not be desirable at...
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07/19/2021
Rational Verification for Probabilistic Systems
Rational verification is the problem of determining which temporal logic...
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02/09/2021
Equilibrium Refinements for Multi-Agent Influence Diagrams: Theory and Practice
Multi-agent influence diagrams (MAIDs) are a popular form of graphical m...
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02/01/2021
Multi-Agent Reinforcement Learning with Temporal Logic Specifications
In this paper, we study the problem of learning to satisfy temporal logi...
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10/08/2018