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Author

Junjie Wang

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Preprint Jul 2026

Graph-Aware Fuzzing for Graph Database Management Systems

GRAF, a black box fuzzing framework for GDBMS query engines, introduces graph context aware query generation based on cascading dependency resolution and applies five graph specific mutation operators guided by execution state feedback.

Yu Li, Qiang Hu, Yao Zhang et al. · 0 citations
Conference Open access Sep 2026

VaryBalance: Detecting LLM-Generated Text Through Variation

The core of VaryBalance is that, compared to LLM-generated texts, there is a greater difference between human texts and their rewritten version via LLMs, and quantifies this through Mean Squared Deviation and distinguishes human texts and LLM-generated texts.

Xue-Cong Li, Xiao-Hong Li, Qiang Hu et al. · 0 citations
Aug 2026

Balancing Richness and Reliability: An Explore-Construct-Verify Framework for API Knowledge Graph Construction

This work proposes Explore-Construct-Verify (ECV), a three-stage framework for API KG construction using large language models (LLMs), which preserves LLMs’ ability to discover domain-specific knowledge while enabling efficient post-hoc validation.

Yan-Bang Sun, Qing Huang, Zhen-Chang Xing et al. · 0 citations

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