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Zi-Tai Chen

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Conference Jul 2026

Lightweight Malicious URL Detection via Multi-Granularity Knowledge Distillation

Malicious URL detection serves as a critical component in safeguarding cyberspace security. Although deep learning models have achieved remarkable performance in identifying complex malicious patterns, their large parameter size and high computational overhead have become bottlenecks restricting their real-time deploym...

Yuhui Chen, Zi-Tai Chen · 0 citations
#large language models Open access Oct 2026

LLMs Leak Training Data Beyond Verbatim Memorization: Extraction via Membership Decoding

The Membership Decoding method is a plug-and-play replacement for standard decoding that requires only black-box token probabilities, and a new token-level membership inference method is proposed by leveraging likelihood from reference models, shifting the generation from the original token distribution to the member t...

Zi-Tai Chen, Reza Shokri · 0 citations

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