Membership Inference Attacks

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Period ending 2026-09-14

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  1. Predicting Privacy Leakage from Weight Spectral Density

    Sep 10, 2026Richard J. Preen, Jim SmithMembership Inference AttacksHeuristic Privacy Metrics

  2. Empirical Evaluation of Membership Inference Attacks on NLP Text Classifiers: A Baseline Study on SST-2

    Sep 10, 2026William Novak, Muhammad AbusaqerMembership Inference AttacksText Classifier

  3. Subgroup Membership Inference Audits of Differentially Private Synthetic Text

    Sep 9, 2026Yidan Sun, Viktor Schlegel, Srinivasan Nandakumar +2Membership Inference AttacksMembership Inference

  4. Hearing the Whispers: Black-Box Membership Inference Attacks on Finetuned TTS Models

    Sep 1, 2026Kunlin Cai, Kaiyuan Zhang, Zihang Xiang +4Text-To-SpeechMembership Inference Attacks

  5. Balancing Privacy, Utility, and Safety in LLM Alignment through Preference Optimization

    Aug 31, 2026Dishu Yang, Jingjing Liu, Jize LiPrivacy Risks and ProtectionLarge Language Model Alignment

  6. Have I Seen You? Embedding Behavior Signals Synthetic Face Dataset Membership

    Jul 31, 2026Paweł Borsukiewicz, Daniele Lunghi, Wendkûuni C. Ouédraogo +2Cross-Spectral Through-Glass Face DatasetMembership Inference Attacks

  7. ScoreShield: Differentially Private Release of Similarity Scores

    Jul 27, 2026Behrooz Razeghi, Parsa RahimiDifferential PrivacyCosine Similarity

  8. Code Division Modulation Layers Against Forgetting and Inference in Continual Gait Identification

    Jul 21, 2026Simone MilaniEfficient Continual LearningContinual Learning

  9. Privacy Cost as Equity Input: A Group Fairness Criterion for Differentially Private Machine Learning

    Jul 18, 2026Rakshit NaiduDifferential PrivacyFairness Audits

  10. Code-Poisoning Property Inference Attacks

    Jul 17, 2026Xukun Luan, Yuhui Gong, Gang Zhang +4Membership Inference AttacksCode Quality

  11. Auditing of Unlearning Algorithms

    Jul 7, 2026Sahasrajit Sarmasarkar, Anastasia Koloskova, Sanmi KoyejoMachine UnlearningUnlearning Aims

  12. One Framework for All: Cross-Modal Membership Inference for Generative Models

    Jul 5, 2026Dayong Ye, Tainqing Zhu, Kun Gao +6Membership InferenceMembership Inference Attacks

  13. TIER: Trajectory-Invariant Explanation Regularization for Membership Privacy

    Jul 3, 2026Varun Sharma, Kar Wai Fok, Vrizlynn L. L. ThingMembership Inference AttacksMembership Inference

  14. Generative AI and Federated Learning for Intrusion Detection Systems: A Survey

    Jul 1, 2026Jiefei Liu, Abu Saleh Md Tayeen, Pratyay Kumar +5Intrusion DetectionMembership Inference Attacks

  15. TabPATE: Differentially Private Tabular In-Context Learning Without Public Data

    Jun 30, 2026Dariush Wahdany, Matthew Jagielski, Jesse C. Cresswell +2Tabular LearningMembership Inference Attacks

  16. Privacy Vulnerabilities of Attention Layers in Tabular Foundation Models and Protection of High-Risk Queries

    Jun 24, 2026Tânia Carvalho, Maxime CordyTabular Foundation ModelsMembership Inference Attacks

  17. CheckMIABench: Firm Foundations For Membership Inference Attacks on Language Models

    Jun 16, 2026Jeffrey G. Wang, Jason Wang, Marvin Li +1Membership Inference AttacksLanguage Model Evasion Attacks

  18. Phantoms and Disclosures: a Causal Framework for Auditing Synthetic Data

    Jun 15, 2026Kareem Amin, Rudrajit Das, Alessandro Epasto +4Heuristic Privacy MetricsSynthetic Data

  19. Cross-Silo De-Anonymization Under Local Differential Privacy: Threat Model, Phase Transition, and Coordination Necessity

    Jun 15, 2026Ziniu Liu, Aiping LiDifferential PrivacyAnonymization

  20. Model Stealing Through the Lens of Model Multiplicity

    Jun 13, 2026Eliott Baltz, Satoshi Hara, Ulrich AïvodjiSurrogate ModelingMembership Inference Attacks

  21. Attribute Inference from Interactive Targeted Ads

    Jun 13, 2026Peihao LiMembership Inference AttacksProgressive Disclosure

  22. VLALeaks: Membership Inference Attacks against Vision-Language-Action Models

    Jun 13, 2026Xukun Luan, Jinyan Liu, Xuesong Li +4Membership Inference AttacksDiffusion-Based Vision-Language-Actions

  23. Alignment Defends LLMs from Property Inference Attacks

    Jun 8, 2026Pengrun Huang, Chhavi Yadav, Ruihan Wu +1Model-Agnostic DefenseMembership Inference Attacks

  24. On Choosing the μ Parameter in Gaussian Differential Privacy

    Jun 8, 2026Bogdan Kulynych, Antti HonkelaDifferential PrivacyPrivacy Risks and Protection

  25. Where Rectified Flows Leak: Characterising Membership Signals Along the Interpolation Path

    Jun 5, 2026Thomas Sesmat, Gabriel Meseguer-Brocal, Geoffroy PeetersRectified FlowMembership Inference Attacks

  26. Quantifying the Privacy of Counterfactuals by Leveraging Membership Inference Attacks Against Synthetic Data

    Jun 4, 2026Maryam Babaei, Yingke Wang, Hadrien Lautraite +3Membership Inference AttacksSynthetic Data

  27. Differentially Private Datastore Generation for Retrieval-Augmented Inference

    May 31, 2026Abdelrahman Abouelenein, Marwan TorkiDifferential PrivacyMembership Inference Attacks

  28. FPLIER: Federated Pathway-Level Information Extractor

    May 28, 2026Daniele Malpetti, Christian Berchtold, Francesco Gualdi +3Privacy-Preserving FrameworkTranscriptomics

  29. A Full-Pipeline Framework for Evaluating Membership Inference Attacks in Machine Learning

    May 28, 2026Ding Chen, Xinwen Cheng, Xuyang Zhong +3Membership Inference AttacksMachine Learning

  30. MRMMIA: Membership Inference Attacks on Memory in Chat Agents

    May 27, 2026Kai Chen, Yan Pang, Tianhao WangMembership Inference AttacksAgent Memory

  31. Detectability in Diversity: Improved Canary Crafting for Privacy Auditing in One Run

    May 26, 2026Mathieu Dagréou, Aurélien BelletHeuristic Privacy MetricsMembership Inference Attacks

  32. Black-box Membership Inference Attacks on the Pre-training Data of Image-generation Models

    May 26, 2026Tao Qi, Huili Wang, Yuanhong Huang +6Membership Inference AttacksModel Pretraining

  33. On Reliability of Efficient Membership Inference Vulnerability Evaluation

    May 25, 2026Joonas Jälkö, Gauri Pradhan, Ossi Räisä +1Membership Inference AttacksFalse Positive Rate

  34. Boundary-targeted Membership Inference Attacks on Safety Classifiers

    May 21, 2026Anthony Hughes, Alexander Goldberg, Prince Jha +3Membership Inference AttacksThreat Models

  35. Auditing Privacy in Multi-Tenant RAG under Account Collusion

    May 19, 2026Florian A. D. BurnatHeuristic Privacy MetricsAlgorithm Auditing

  36. Inferring Sensitive Attributes from Knowledge Graph Embeddings: Attack and Defense Strategies

    May 19, 2026Yasmine HayderKnowledge Graph EmbeddingsKnowledge Graphs

  37. Single-Sample Black-Box Membership Inference Attack against Vision-Language Models via Cross-modal Semantic Alignment

    May 17, 2026Jiaqing Li, Yajuan Lu, Xiaochuan Shi +3Membership Inference AttacksCross-Modal Alignment

  38. Membership Inference Attacks on Discrete Diffusion Language Models

    May 15, 2026Shailesh KasivelrajanMasked Diffusion Language ModelsMembership Inference Attacks

  39. ReMIA: a Powerful and Efficient Alternative to Membership Inference Attacks against Synthetic Data Generators

    May 14, 2026Davide Scassola, Andrea Coser, Sebastiano SaccaniMembership Inference AttacksSynthetic Data

  40. Privacy Evaluation of Generative Models for Trajectory Generation

    May 14, 2026Stavros Bouras, Ioannis Kontopoulos, Chiara Pugliese +5Generative TrajectoriesGenerative Models

  41. DistractMIA: Black-Box Membership Inference on Vision-Language Models via Semantic Distraction

    May 12, 2026Hongyi Tang, Zhihao Zhu, Yi YangMembership InferenceMembership Inference Attacks

  42. FERMI: Exploiting Relations for Membership Inference Against Tabular Diffusion Models

    May 12, 2026Abtin Mahyar, Masoumeh Shafieinejad, Yuhan Liu +1Membership Inference AttacksMembership Inference

  43. Unlearning with Asymmetric Sources: Improved Unlearning-Utility Trade-off with Public Data

    May 11, 2026Ahmed Mehdi Inane, Vincent Quirion, Gintare Karolina Dziugaite +1Machine UnlearningUnlearning Aims

  44. SHRED: Retain-Set-Free Unlearning via Self-Distillation with Logit Demotion

    May 8, 2026Zizhao Hu, Ameya Godbole, Johnny Tian-Zheng Wei +3Large Language Model UnlearningRetraining

  45. On Privacy Leakage in Tabular Diffusion Models: Influential Factors, Attacker Knowledge, and Metrics

    May 7, 2026Masoumeh Shafieinejad, D. B. Emerson, Behnoosh Zamanlooy +5Heuristic Privacy MetricsSynthetic Tabular Data

  46. PACZero: PAC-Private Fine-Tuning of Language Models via Sign Quantization

    May 7, 2026Murat Bilgehan Ertan, Xiaochen Zhu, Phuong Ha Nguyen +2FinetuningMembership Inference Attacks

  47. From Beats to Breaches:How Offensive AI Infers Sensitive User Information from Playlists

    May 6, 2026Stefano Cecconello, Mauro Conti, Luca Pajola +2Membership Inference AttacksSensitive Data

  48. Membership Inference Attacks for Retrieval Based In-Context Learning for Document Question Answering

    May 5, 2026Tejas Kulkarni, Antti Koskela, Laith ZumotMembership Inference AttacksIn-Context Learning

  49. On the Privacy of LLMs: An Ablation Study

    May 4, 2026Karima Makhlouf, Lamiaa Basyoni, Syed Khaderi +4Membership Inference AttacksLanguage Model Evasion Attacks

  50. E-MIA: Exam-Style Black-Box Membership Inference Attacks against RAG Systems

    May 1, 2026Zelin Guan, Shengda Zhuo, Zeyan Li +4Membership InferenceHievi-Rag

  51. Toward Efficient Membership Inference Attacks against Federated Large Language Models: A Projection Residual Approach

    Apr 23, 2026Guilin Deng, Silong Chen, Yuchuan Luo +6Membership Inference AttacksLanguage Model Evasion Attacks

  52. Generalization and Membership Inference Attack a Practical Perspective

    Apr 21, 2026Fateme Rahmani, Mahdi Jafari Siavoshani, Mohammad Hossein RohbanMembership Inference AttacksNovel Latent-Class Attack

  53. A Dual Perspective on Synthetic Trajectory Generators: Utility Framework and Privacy Vulnerabilities

    Apr 21, 2026Aya Cherigui, Florent Guépin, Arnaud Legendre +1MobilityPrivacy Risks and Protection

  54. Detecting Data Contamination in Large Language Models

    Apr 21, 2026Juliusz Janicki, Savvas Chamezopoulos, Evangelos Kanoulas +1Membership Inference AttacksMachine-Generated Text Detection

  55. Generalization and Memorization in Rectified Flow

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

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

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

  57. Membership Inference Attacks on Recommender System: A Survey

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

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

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