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Jeongsoo Ha

2 accepted papers

2023

Dream to Generalize: Zero-Shot Model-Based Reinforcement Learning for Unseen Visual Distractions

AAAI 2023technical

Model-based reinforcement learning (MBRL) has been used to efficiently solve vision-based control tasks in high-dimensional image observations. Although recent MBRL algorithms perform well in trained observations, they fail when faced with visual distractions in observations. These task-irrelevant d…

2022

Self-Predictive Dynamics for Generalization of Vision-based Reinforcement Learning

IJCAI 2022poster

Vision-based reinforcement learning requires efficient and robust representations of image-based observations, especially when the images contain distracting (task-irrelevant) elements such as shadows, clouds, and light. It becomes more important if those distractions are not exposed during training…