The Tail Tells All: Estimating Model-Level Membership Inference Vulnerability Without Reference Models
Authors: Euodia Dodd, Nataša Krčo, Igor Shilov, Yves-Alexandre de Montjoye | Published: 2025-10-22
プライバシー保護機械学習
CircuitGuard: Mitigating LLM Memorization in RTL Code Generation Against IP Leakage
Authors: Nowfel Mashnoor, Mohammad Akyash, Hadi Kamali, Kimia Azar | Published: 2025-10-22
Exploring Membership Inference Vulnerabilities in Clinical Large Language Models
Authors: Alexander Nemecek, Zebin Yun, Zahra Rahmani, Yaniv Harel, Vipin Chaudhary, Mahmood Sharif, Erman Ayday | Published: 2025-10-21
One Size Fits All? A Modular Adaptive Sanitization Kit (MASK) for Customizable Privacy-Preserving Phone Scam Detection
Authors: Kangzhong Wang, Zitong Shen, Youqian Zhang, Michael MK Cheung, Xiapu Luo, Grace Ngai, Eugene Yujun Fu | Published: 2025-10-21
Secure Sparse Matrix Multiplications and their Applications to Privacy-Preserving Machine Learning
Authors: Marc Damie, Florian Hahn, Andreas Peter, Jan Ramon | Published: 2025-10-16
What your brain activity says about you: A review of neuropsychiatric disorders identified in resting-state and sleep EEG data
Authors: J. E. M. Scanlon, A. Pelzer, M. Gharleghi, K. C. Fuhrmeister, T. Köllmer, P. Aichroth, R. Göder, C. Hansen, K. I. Wolf | Published: 2025-10-06
Federated Computation of ROC and PR Curves
Authors: Xuefeng Xu, Graham Cormode | Published: 2025-10-06
Autonomy Matters: A Study on Personalization-Privacy Dilemma in LLM Agents
Authors: Zhiping Zhang, Yi Evie Zhang, Freda Shi, Tianshi Li | Published: 2025-10-06
Position: Privacy Is Not Just Memorization!
Authors: Niloofar Mireshghallah, Tianshi Li | Published: 2025-10-02
SPATA: Systematic Pattern Analysis for Detailed and Transparent Data Cards
Authors: João Vitorino, Eva Maia, Isabel Praça, Carlos Soares | Published: 2025-09-30