A Critical Review on the Effectiveness and Privacy Threats of Membership Inference Attacks
Authors: Najeeb Jebreel, David Sánchez, Josep Domingo-Ferrer | Published: 2026-03-24
Membership Inference
Functional Subspace Watermarking for Large Language Models
Authors: Zikang Ding, Junhao Li, Suling Wu, Junchi Yao, Hongbo Liu, Lijie Hu | Published: 2026-03-19
Sequential Membership Inference Attacks
Authors: Thomas Michel, Debabrota Basu, Emilie Kaufmann | Published: 2026-02-18
LoRA and Privacy: When Random Projections Help (and When They Don’t)
Authors: Yaxi Hu, Johanna Düngler, Bernhard Schölkopf, Amartya Sanyal | Published: 2026-01-29
Window-based Membership Inference Attacks Against Fine-tuned Large Language Models
Authors: Yuetian Chen, Yuntao Du, Kaiyuan Zhang, Ashish Kundu, Charles Fleming, Bruno Ribeiro, Ninghui Li | Published: 2026-01-06
GRPO Privacy Is at Risk: A Membership Inference Attack Against Reinforcement Learning With Verifiable Rewards
Authors: Yule Liu, Heyi Zhang, Jinyi Zheng, Zhen Sun, Zifan Peng, Tianshuo Cong, Yilong Yang, Xinlei He, Zhuo Ma | Published: 2025-11-18
Interpretable Ransomware Detection Using Hybrid Large Language Models: A Comparative Analysis of BERT, RoBERTa, and DeBERTa Through LIME and SHAP
Authors: Elodie Mutombo Ngoie, Mike Nkongolo Wa Nkongolo, Peace Azugo, Mahmut Tokmak | Published: 2025-11-17
Model Inversion Attacks Meet Cryptographic Fuzzy Extractors
Authors: Mallika Prabhakar, Louise Xu, Prateek Saxena | Published: 2025-10-29
Traveling Salesman-Based Token Ordering Improves Stability in Homomorphically Encrypted Language Models
Authors: Donghwan Rho, Sieun Seo, Hyewon Sung, Chohong Min, Ernest K. Ryu | Published: 2025-10-14
Synth-MIA: A Testbed for Auditing Privacy Leakage in Tabular Data Synthesis
Authors: Joshua Ward, Xiaofeng Lin, Chi-Hua Wang, Guang Cheng | Published: 2025-09-22