Author

Feng Wei

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Jul 2026

Poster: Rethinking Security in LLM Code Generation through Real-World Risk Scenarios

A developer-centric perspective is adopted and three representative risk scenarios that commonly lead to security vulnerabilities in LLM-generated code are identified: Ambiguous Requirements, Under-Specified Operational Context, and Security--Functionality Conflict are identified.

Lixun Ma, Ruo-Long Ma, Bei Wang et al. · arXiv.org · 0 citations

Jul 2026

Alignment Is Local: A Paired Diagnostic for GUI Agents under User-Side Persuasion

It is shown that a one-line guardrail achieves large single-shot ASR reductions, up to roughly 40 points, at near-zero over-refusal cost, which overstates deployed robustness by a systematic and predictable margin.

Haoxin An, Yunpeng Song, Zihao Bai et al. · arXiv.org · 0 citations