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03/20/2023
Imitating Graph-Based Planning with Goal-Conditioned Policies
Recently, graph-based planning algorithms have gained much attention to ...
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10/29/2022
Curiosity-Driven Multi-Agent Exploration with Mixed Objectives
Intrinsic rewards have been increasingly used to mitigate the sparse rew...
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06/22/2020
QOPT: Optimistic Value Function Decentralization for Cooperative Multi-Agent Reinforcement Learning
We propose a novel value-based algorithm for cooperative multi-agent rei...
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09/09/2019
Solving Continual Combinatorial Selection via Deep Reinforcement Learning
We consider the Markov Decision Process (MDP) of selecting a subset of i...
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05/14/2019
QTRAN: Learning to Factorize with Transformation for Cooperative Multi-Agent Reinforcement Learning
We explore value-based solutions for multi-agent reinforcement learning ...
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02/05/2019