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01/01/2022
Transfer RL across Observation Feature Spaces via Model-Based Regularization
In many reinforcement learning (RL) applications, the observation space ...
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11/10/2021
On the Use and Misuse of Absorbing States in Multi-agent Reinforcement Learning
The creation and destruction of agents in cooperative multi-agent reinfo...
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01/14/2020
Perfecting the Crime Machine
This study explores using different machine learning techniques and work...
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11/03/2019
Maximum Entropy Diverse Exploration: Disentangling Maximum Entropy Reinforcement Learning
Two hitherto disconnected threads of research, diverse exploration (DE) ...
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02/10/2019
Diverse Exploration via Conjugate Policies for Policy Gradient Methods
We address the challenge of effective exploration while maintaining good...
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02/22/2018
Diverse Exploration for Fast and Safe Policy Improvement
We study an important yet under-addressed problem of quickly and safely ...
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07/08/2014