Author

Quan Zhou

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Preprint Sep 2026

A Closed-Loop Control Architecture for Reliable Constraint Satisfaction in LLM Text Generation

Software systems increasingly embed a large language model in features that must satisfy a numeric output constraint, that is, a requirement expressible as a number or an interval and checkable by code, such as a target word count or a target readability grade band. Because such a model is non-deterministic, is configu...

Quan Zhou, Shahbaz Siddeeq, Mika Saari et al. · 0 citations

Review Aug 2026

Software Engineering for and with GUI Agent

GUI agents have advanced rapidly, producing a growing body of frameworks, benchmarks, and applications. However, this growth has outpaced the maturity of the field. GUI agents remain technically brittle, incompletely engineered, and insufficiently validated for sustained real-world use. They are evolving into closed-lo...

Sheng-Cheng Yu, Yu-Chen Ling, Junyang Xing et al. · 1 citation