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08/22/2023
FoX: Formation-aware exploration in multi-agent reinforcement learning
Recently, deep multi-agent reinforcement learning (MARL) has gained sign...
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06/19/2022
Robust Imitation Learning against Variations in Environment Dynamics
In this paper, we propose a robust imitation learning (IL) framework tha...
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06/19/2021
A Max-Min Entropy Framework for Reinforcement Learning
In this paper, we propose a max-min entropy framework for reinforcement ...
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12/14/2020
A Reinforcement Learning Formulation of the Lyapunov Optimization: Application to Edge Computing Systems with Queue Stability
In this paper, a deep reinforcement learning (DRL)-based approach to the...
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06/02/2020
Cross-Domain Imitation Learning with a Dual Structure
In this paper, we consider cross-domain imitation learning (CDIL) in whi...
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06/02/2020
Diversity Actor-Critic: Sample-Aware Entropy Regularization for Sample-Efficient Exploration
Policy entropy regularization is commonly used for better exploration in...
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05/07/2019