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Wonil Song

2 accepted papers

2024

A Simple Framework for Generalization in Visual RL under Dynamic Scene Perturbations

NeurIPS 2024poster

In the rapidly evolving domain of vision-based deep reinforcement learning (RL), a pivotal challenge is to achieve generalization capability to dynamic environmental changes reflected in visual observations. Our work delves into the intricacies of this problem, identifying two key issues that appear…

Cited by 0SourcePDFScholar
2023

Local-Guided Global: Paired Similarity Representation for Visual Reinforcement Learning

CVPR 2023poster

Recent vision-based reinforcement learning (RL) methods have found extracting high-level features from raw pixels with self-supervised learning to be effective in learning policies. However, these methods focus on learning global representations of images, and disregard local spatial structures pres…

Cited by 10SourcePDFScholar