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Tianyuan Hu

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Open access Aug 2026

JDQuery: Query-Driven Defect Localization for Java Source Code Based on Code Knowledge Graphs

Java is one of the most widely used object-oriented programming languages, making accurate and efficient defect localization essential for improving software quality and reliability. Conventional static analysis techniques primarily rely on predefined rules and localized syntactic matching, which may limit their abilit...

Tianyuan Hu, Tongjie Wang · 0 citations
Open access Aug 2026

Exploiting Verification Asymmetry for Failure-Aware Graph Reasoning in Knowledge Graph Question Answering with LLMs

This work introduces GRACE (Graph Reasoning with Adaptive Controller and Evidence), which feeds rejection back into retrieval and restores accept–reject symmetry in the search, and improves KG-grounded reasoning on WebQSP and ComplexWebQuestions.

Yimo Zhao, Tianyuan Hu, Shuai Jiang · 0 citations

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