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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

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Jia-Lai Wang

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Book Open access Oct 2026

SmartPoC: Validating Smart Contract Vulnerability Findings through PoC Generation and Execution

Smart contracts are commonly audited through static analysis to explore vulnerabilities. However, static approaches typically produce heterogeneous findings rather than reproducible, executable proof-of-concept (PoC) test cases, leading to costly and ad hoc manual validation. Large language models (LLMs) offer a promis...

Long-Fei Chen, Rui-Bin Yan, Tai-Yu Wong et al. · 0 citations
Book Open access Oct 2026

Are Reasoning Traces Faithful in LLM-Based Code Vulnerability Detection?

Reasoning traces generated by large language models (LLMs) provide interpretability by exposing the factors that purportedly support their predictions. Such interpretability is important because model decisions may rely on spurious factors, and it can help practitioners identify such reliance and respond appropriately....

Jia-Lai Wang, Jun-Chen Lu, Song-Tao Yang et al. · 0 citations

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