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Sponsored Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt

Author

Ying-Quan Zhao

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Book Open access Oct 2026

Finding Typing-Related Bugs in JVM Implementations

As an object-oriented language, Java relies heavily on its type system. Existing testing efforts mainly target type-related implementations in the Java compiler, while the substantially different type-related implementations in the Java Virtual Machine (JVM) remain insufficiently tested. Although many techniques have b...

Yan-Zhou Lu, Jun-Jie Chen, Ying-Quan Zhao et al. · 0 citations
Book Open access Jul 2026

LLM-based Specification-Driven Test Oracle Enhancement

JavaOracle is proposed, a specification-driven approach that leverages large language models to reason over specifications and systematically enhance test oracles and further automates test case minimization and bug report generation, producing submission-ready reports without manual effort.

Ruifeng Fu, Yingquan Zhao, Meng Wang et al. · 0 citations

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