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Rongchang Zuo

2 accepted papers

2025

SkillTree: Explainable Skill-Based Deep Reinforcement Learning for Long-Horizon Control Tasks

AAAI 2025technical

Deep reinforcement learning (DRL) has achieved remarkable success in various domains, yet its reliance on neural networks results in a lack of transparency, which limits its practical applications in safety-critical and human-agent interaction domains. Decision trees, known for their notable explain…

2024

Robust Visual Imitation Learning with Inverse Dynamics Representations

AAAI 2024technical

Imitation learning (IL) has achieved considerable success in solving complex sequential decision-making problems. However, current IL methods mainly assume that the environment for learning policies is the same as the environment for collecting expert datasets. Therefore, these methods may fail to w…

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