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Fu-Chen Ma

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#artificial intelligence Preprint Sep 2026

Similarity Is Not Validity: Defending LLM Semantic Caches Against Poisoning

This work proposes a novel defense that recovers necessary information needed to distinguish valid from invalid cache hits from the raw text of the cache key, and proves that Deletion Gain stays positive when a deletion leaves text close enough to the rewrite, and searches for such deletions with a sliding window.

Zi-Han Zhang, Shuang-Jie Yao, Ze-Sen Liu et al. · 0 citations
Book Open access Jul 2026

Shark2Pit: Automated Test Template Generation for Protocol Fuzzing Based on Packet Parser

Shark2Pit is an automated tool that generates Pit files from network traffic that uses Tshark to parse traffic, extract protocol metadata, and construct data models, and combines these models with predefined configurations to generate a Pit file.

Yu-Lai Fu, Yuan-Liang Chen, Fu-Chen Ma et al. · 0 citations

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