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Jia-Long Li

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Book Open access Apr 2026

Robust Exploration in Directed Controller Synthesis via Mixture-of-Experts Reinforcement Learning

A Mixture-of-Experts framework that combines multiple policies, leveraging their complementary strengths to form a more robust exploration policy is proposed, and the evaluation on the Air Traffic benchmark shows that this proposal significantly increases the number of solvable instances.

Toshihide Ubukata, Mingyue Zhang, Zhi-Yao Wang et al. · 1 citation
Open access Jul 2026

From noisy feedback to evidence-aware issue specifications: an agent-governed retrieval-augmented generation approach

Results show that AGR achieves strong decision accuracy in triage and evidence verification, and produces more actionable and engineering-useful issue specifications than both raw feedback and a strong LLM baseline, while reducing unsupported details.

Zhiyao Wang, Jialong Li, Xiujing Guo et al. · 0 citations

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