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Weiyi Shang

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Book Open access Oct 2026

Stop When It Matters: Detectability-Guided Microbenchmarking for Performance Regression Testing

Performance microbenchmarks are widely used for detecting performance regressions in continuous integration, yet existing execution policies remain computationally expensive. We present detectability-guided microbenchmarking, a principled framework that reformulates benchmark execution as a Minimum-Detectable-Effect (M...

Zong-Xiong Chen, De-Rui Zhu, Jin-Fu Chen et al. · 0 citations
Book Open access Jul 2026

When AI Coding Assistants Leak Training Data: A Study of LLM Memorization in Code Generation

It is confirmed that memorization persists in modern LLMs and is influenced more by a complex interplay of training domain, dataset composition, architectural choices, and content characteristics, rather than parameter count alone.

Xiaoyu Cheng, Kundi Yao, Pengyu Nie et al. · 0 citations

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