Author

Liangyin Zhang

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Review Open access Oct 2026

Revisiting Graph Representations for ML-Based Binary Code Similarity Detection: A Systematic Study

Binary Code Similarity Detection (BCSD) is a foundational capability in software security, underpinning critical applications ranging from vulnerability detection to malware analysis. While recent tools based on Machine Learning (ML) have achieved significant performance improvements, their efficacy is heavily continge...

Teng-Teng Yang, Yi-Kun Hu, Ji-Can Zhang et al. · Proceedings of the ACM on So... · 0 citations

Preprint Aug 2026

Error-Aware Reverse Auction Mechanism for Large Language Model Routing

Simulations and real-world benchmarks show that EA-RAM is robust to Dual Error and achieves a better cost--performance Pareto frontier than centralized baselines, with additional gains from provider-side local information, validating its practical effectiveness.

Haolong Chen, Zheng Xin, Liang-Yin Zhang et al. · 2 citations

#natural language process... Preprint Aug 2026

ERSkill: Evolving for Skill-Guided Adaptive Memory Retrieval

Experiments across multiple agent memory benchmarks demonstrate that ERSkill substantially outperforms strong non-evolving and self-evolving baselines.

Haolong Chen, Liang-Yin Zhang, Zhuodan Li et al. · 1 citation