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08/20/2023
Towards Few-shot Coordination: Revisiting Ad-hoc Teamplay Challenge In the Game of Hanabi
Cooperative Multi-agent Reinforcement Learning (MARL) algorithms with Ze...
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02/06/2023
Dealing With Non-stationarity in Decentralized Cooperative Multi-Agent Deep Reinforcement Learning via Multi-Timescale Learning
Decentralized cooperative multi-agent deep reinforcement learning (MARL)...
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01/06/2023
Multi-Agent Reinforcement Learning for Fast-Timescale Demand Response of Residential Loads
To integrate high amounts of renewable energy resources, electrical powe...
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03/04/2021
Continuous Coordination As a Realistic Scenario for Lifelong Learning
Current deep reinforcement learning (RL) algorithms are still highly tas...
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02/16/2021
DEUP: Direct Epistemic Uncertainty Prediction
Epistemic uncertainty is the part of out-of-sample prediction error due ...
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07/07/2020