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Jialun Cao

2 papers indexed

arxivcs.SEcs.AI2026-07-10

Inside the Skill Market: From Software Engineering Activities to Reusable Agent Skills

Jialun Cao, Xinru Yan, Songqiang Chen, Yaojie Lu, Zhongxin Liu, Shing-Chi Cheung

Software engineering (abbrev. SE) has continuously evolved through increasingly powerful forms of reuse, from source code and libraries to components and services. Recent advances in AI agents have introduced a potentially new reusable artifact: skills. Emerging agent skill repos…

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arxivmath.OCcs.LG2026-07-03

Entropy Regularization Improves Policy Robustness in Continuous-Time Reinforcement Learning

Jialun Cao, Fernando Acero, David Šiška, Yufei Zhang

Entropy regularization is widely used in continuous-time reinforcement learning (RL) to reduce sensitivity to environmental perturbations, yet its robustness benefits lack a rigorous theoretical foundation. This paper establishes the first robustness guarantees for entropy-regula…

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