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06/04/2023
Bad Habits: Policy Confounding and Out-of-Trajectory Generalization in RL
Reinforcement learning agents may sometimes develop habits that are effe...
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07/01/2022
Distributed Influence-Augmented Local Simulators for Parallel MARL in Large Networked Systems
Due to its high sample complexity, simulation is, as of today, critical ...
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02/03/2022
Influence-Augmented Local Simulators: A Scalable Solution for Fast Deep RL in Large Networked Systems
Learning effective policies for real-world problems is still an open cha...
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01/27/2022
Online Planning in POMDPs with Self-Improving Simulators
How can we plan efficiently in a large and complex environment when the ...
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11/11/2021
Offline Contextual Bandits for Wireless Network Optimization
The explosion in mobile data traffic together with the ever-increasing e...
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10/21/2020