Author

Ke-Ke Chen

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#artificial intelligence Review Sep 2025

Membership Inference Attacks on Recommender System: A Survey

This survey offers a comprehensive review of the latest advancements in RecSys MIAs, exploring the design principles, challenges, attack and defense associated with this emerging field and provides a unified taxonomy that categorizes different RecSys MIAs based on their characterizations and discuss their pros and cons...

Jia-Jie He, Yue-Chun Gu, Ke-Ke Chen et al. · arXiv.org · 6 citations

Jul 2026

Secure-by-Disguise: A Systematic Evaluation of Image Disguising for Confidential Medical Image Modeling

A systematic assessment of PET suitability for confidential medical AI applications showed that image disguising performance varies significantly between tasks; while methods preserved utility for medical image classification, they caused substantial degradation in dense semantic segmentation.

Jason Rojas, Jia-Jie He, Yash Patel et al. · arXiv.org · 0 citations