Membership Inference Attacks

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10 papers in the last four weeks, against 2 the four weeks before. 0.1% of all new papers.

Jul 13Week of Sep 28
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  1. Detecting Data Contamination in Large Language Models

    Apr 21, 2026Juliusz Janicki, Savvas Chamezopoulos, Evangelos Kanoulas +1Membership Inference Attacks

    University of Amsterdam · Elsevier

  2. Perturbation Sensitivity of Maximum-Likelihood Pairwise Ranking in Computational Decision Systems

    Apr 20, 2026Junyi Yao, Zihao Zheng, Jiayu LongRankingBounded Adversary

    Washington University in St. Louis USA

  3. MemGuard-Alpha: Limits of Membership Inference for Detecting and Filtering Memorization-Contaminated Signals in LLM-Based Financial Forecasting

    Mar 26, 2026Anisha Roy, Dip RoyMembership InferenceMembership Inference Attacks

    Department of Electronics and Communication Engineering, Jaypee Institute of Information Technology, Noida, India · Department of Computer Science and Engineering, Indian Institute of Technology Patna, India

  4. Automated Membership Inference Attacks (AutoMIA): Discovering MIA Signal Computations using LLM Agents

    Mar 19, 2026Toan Tran, Olivera Kotevska, Li XiongMembership Inference AttacksAgentic Inference

    Emory University · Oak Ridge National Laboratory

  5. Generalization and Memorization in Rectified Flow

    Mar 12, 2026Mingxing Rao, Daniel MoyerRectified FlowMembership Inference Attacks

    Vanderbilt University, Nashville TN 37235, USA

  6. LoMime: Query-Efficient Membership Inference using Model Extraction in Label-Only Settings

    Feb 21, 2026Abdullah Caglar Oksuz, Anisa Halimi, Erman AydayMembership Inference AttacksMembership Inference

    Case Western Reserve University · IBM Research

  7. Taipan: A Query-free Transfer-based Multiple Sensitive Attribute Inference Attack Solely from Auxiliary Graphs

    Feb 6, 2026Ying Song, Balaji PalanisamyMembership Inference AttacksPrivacy

    University of Pittsburgh Pittsburgh, PA, USA

  8. Leveraging Soft Prompts for Privacy Attacks in Federated Prompt Tuning

    Jan 10, 2026Quan Minh Nguyen, Min-Seon Kim, Hoang M. Ngo +3Federated LearningMembership Inference Attacks

    CISE, University of Florida, FL, USA · North Carolina State University, NC, USA · Washington State University, WA, USA +1

  9. GraphToxin: Reconstructing Full Unlearned Graphs from Graph Unlearning

    Nov 14, 2025Ying Song, Balaji PalanisamyMembership Inference AttacksUnlearnable Examples

    University of Pittsburgh Pittsburgh, PA, USA

  10. Auditing Information Disclosure During Large-Scale Gradient-Based Training via Gradient Uniqueness

    Oct 13, 2025Sleem Abdelghafar, Maryam Aliakbarpour, Christopher JermaineGradient-Based AttacksMembership Inference Attacks

    Rice University Houston, USA

  11. Optimizing Canaries for Privacy Auditing with Metagradient Descent

    Jul 21, 2025Matteo Boglioni, Terrance Liu, Andrew Ilyas +1Stochastic Gradient DescentMembership Inference Attacks

    Carnegie Mellon University · Stanford Statistics

  12. Membership Inference Attacks on Recommender System: A Survey

    Date pendingJiajie He, Xintong Chen, Xinyang Fang +4Membership Inference AttacksSurvey

    Mcmaster University, Canada · Nanyang Technological University, SG

  13. The BatchNorm Illusion: Diagnosing Normalization Artifacts in Machine Unlearning Evaluation

    Date pendingAaryaman Kalani, Murari Mandal, Dhruv Kumar +2Machine UnlearningBatch Normalization

    BITS Pilani · KIIT Bhubaneswar · National University of Singapore