2025 "membership inference attacks" Papers

12 papers found

Adversarial Machine Unlearning

Zonglin Di, Sixie Yu, Yevgeniy Vorobeychik et al.

ICLR 2025posterarXiv:2406.07687
11
citations

Can Watermarking Large Language Models Prevent Copyrighted Text Generation and Hide Training Data?

Michael-Andrei Panaitescu-Liess, Zora Che, Bang An et al.

AAAI 2025paperarXiv:2407.17417
19
citations

CPSample: Classifier Protected Sampling for Guarding Training Data During Diffusion

Joshua Kazdan, Hao Sun, Jiaqi Han et al.

ICLR 2025posterarXiv:2409.07025
2
citations

Exploring the limits of strong membership inference attacks on large language models

Jamie Hayes, I Shumailov, Christopher A. Choquette-Choo et al.

NEURIPS 2025posterarXiv:2505.18773
10
citations

How much of my dataset did you use? Quantitative Data Usage Inference in Machine Learning

Yao Tong, Jiayuan Ye, Sajjad Zarifzadeh et al.

ICLR 2025poster

LOMIA: Label-Only Membership Inference Attacks against Pre-trained Large Vision-Language Models

Yihao LIU, Xinqi Lyu, Dong Wang et al.

NEURIPS 2025poster

Membership Inference Attacks with False Discovery Rate Control

Chenxu Zhao, Wei Qian, Aobo Chen et al.

ICCV 2025posterarXiv:2508.07066
1
citations

Practical Bayes-Optimal Membership Inference Attacks

Marcus Lassila, Johan Oestman, Khac-Hoang Ngo et al.

NEURIPS 2025posterarXiv:2505.24089
2
citations

PrivateXR: Defending Privacy Attacks in Extended Reality Through Explainable AI-Guided Differential Privacy

Ripan Kumar Kundu, Istiak Ahmed, Khaza Anuarul Hoque

ISMAR 2025paperarXiv:2512.16851

Reassessing EMNLP 2024’s Best Paper: Does Divergence-Based Calibration for MIAs Hold Up?

Pratyush Maini, Anshuman Suri

ICLR 2025oral

Vid-SME: Membership Inference Attacks against Large Video Understanding Models

Qi Li, Runpeng Yu, Xinchao Wang

NEURIPS 2025oralarXiv:2506.03179
5
citations

What Really is a Member? Discrediting Membership Inference via Poisoning

Neal Mangaokar, Ashish Hooda, Zhuohang Li et al.

NEURIPS 2025posterarXiv:2506.06003
1
citations