Enhancing generalization in reinforcement learning for robotic control through deep policy similarities

This work introduces Deep Policy Similarities (DeePS), a learning-based bisimulation approach designed to enhance generalization in reinforcement learning for robotic control. Traditional reward-based bisimulation metrics often fail to enable effective policy transfer, particularly in environments w...

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Bibliographic Details
Main Authors: Ming Chong Lim, Han-Lim Choi
Format: Article
Language:English
Published: SAGE Publishing 2025-03-01
Series:International Journal of Advanced Robotic Systems
Online Access:https://doi.org/10.1177/17298806251332359
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