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Jing-Zhi Gong

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Preprint Aug 2026

COMPAS: Difficulty-Aware Joint Search for Optimizing Code Generation

COMPAS (Code-generation Optimization over Models, Prompts, And Decoding Settings), a difficulty-aware method that learns group-specific quality-cost fronts through low-cost model selection and joint prompt-decoding search, then routes each test task to its matching front online without further search.

Jing-Zhi Gong, Jie M. Zhang, Gunel Jahangirova et al. · 0 citations
Preprint Jul 2026

An Empirical Study of Downstream Adaptation for Agent Skills

A reuse paradox is revealed: although skills are intended to be easily imported and reused, developers spend a lot of effort rewriting what the skills do, fixing skill discoverability, and translating them for different tools and languages, indicating a need for better abstractions, standardized interfaces, and automat...

Xinjian Wu, Jingzhi Gong, Gunel Jahangirova et al. · 0 citations

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