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Weijian Liao

2 accepted papers

2024

Focus-Then-Decide: Segmentation-Assisted Reinforcement Learning

AAAI 2024technical

Visual Reinforcement Learning (RL) is a promising approach to achieve human-like intelligence. However, it currently faces challenges in learning efficiently within noisy environments. In contrast, humans can quickly identify task-relevant objects in distraction-filled surroundings by applying previ…

2023

Policy-Independent Behavioral Metric-Based Representation for Deep Reinforcement Learning

AAAI 2023technical

Behavioral metrics can calculate the distance between states or state-action pairs from the rewards and transitions difference. By virtue of their capability to filter out task-irrelevant information in theory, using them to shape a state embedding space becomes a new trend of representation learnin…

Cited by 4SourcePDFScholar