Membership Inference

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Period ending 2026-09-21

2 new papers

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Period ending 2026-09-14

1 new paper

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Period ending 2026-09-07

1 new paper

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27 papers

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  1. Set-membership localization of intermittent RF sources using a fleet of collaborating UAVs

    Sep 15, 2026Jacques Bois, Raul de Lacerda, Michel KiefferRobust LocalizationRadio Frequency

  2. Membership Inference via Pairwise Likelihood Ratios

    Sep 14, 2026Shengjie Niu, Zebin Yun, Yeheng Ge +1Membership Inference AttacksMembership Inference

  3. Membership Inference in Fine-tuned Diffusion Language Models via Token-level Memorization Asymmetry

    Sep 1, 2026Shengfang Zhai, Leo Marchyok, Yuling Shi +4Membership InferenceDiffusion Language Models

  4. MINT: Tensor Decomposition on Stacked Recurrence Matrices for Time Series Data Mining

    Aug 4, 2026Kaamil Kaka, Audrey Der, Evangelos E. Papalexakis +2Time SeriesTensor

  5. Bits and Memories: Measuring Verbatim Extraction Across LLM Quantization

    Jul 28, 2026Akshay SasiLarge Language Model QuantizationQuantization

  6. Quantifying Training Membership Information in the Hyperspherical Embedding Geometry of Face Recognition Models

    Jul 16, 2026Ünsal Öztürk, Sébastien MarcelFacial RecognitionMembership Inference

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

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

  8. Applying Answer Set Programming with Fuzzy Membership Functions: a Case Study

    Jul 3, 2026Luca Ferragina, Ilenia Galati, Lorena Gullone +1Answer Set ProgrammingInductive Logic Programming

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

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

  10. Watermarking for Proprietary Dataset Protection

    Jul 1, 2026John Kirchenbauer, Brian R. Bartoldson, Bhavya Kailkhura +1Membership InferenceWatermarking

  11. MGI: Member vs Generated Inference

    Jun 22, 2026Bihe Zhao, Michel Meintz, Juangui Xu +2Membership InferenceGenerative Models

  12. Have You Ever Seen Them? Entity-level Membership Inference through Interrogating Large Language Models

    Jun 22, 2026Yiran Zhu, Ziqi YangMembership Inference

  13. Reference-Based Distillation Detection in LLMs

    Jun 19, 2026Rajat Rawat, Sizhe Chen, Akshay Anand +3Ontology-Amplified DistillationDeepseek

  14. Stochastic Linear Contextual Bandits with Bounded Noise: A Set-Membership Approach

    Jun 18, 2026Haonan Xu, Yingying LiStochastic OptimizationReward Gradients

  15. Auditing Training Data in Domain-adapted LLMs: LoRA-MINT

    Jun 5, 2026Gonzalo Mancera, Daniel DeAlcala, Aythami Morales +3Large Language Model AdaptationMembership Inference

  16. Is My Vision-Language Data in Your AI? Membership Inference Test (MINT) Demo 2

    Jun 5, 2026Daniel DeAlcala, Gonzalo Mancera, Julian Fierrez +3Membership InferenceAlgorithm Auditing

  17. Depth over Fidelity in Fixed-Budget Noisy Evolution Strategies

    Jun 4, 2026Sichen Wang, Zhipeng LuEvolutionary SearchHyperparameter Optimization

  18. Bayesian Membership Privacy for Graph Neural Networks

    Jun 2, 2026Sinan Yıldırım, Megha KhoslaGraph Neural NetworksMembership Inference

  19. idSCD: Identifying Training Datasets through Semantic Correlation Descriptors

    May 28, 2026Andrada Gobeaja, Ionut Hodoroaga, Elena Burceanu +1Membership InferenceCross-Dataset Benchmark

  20. Auditing Training Data in Generative Music Models via Black-Box Membership Inference

    May 28, 2026Yi Chen Liu, Jiawei Yu, Kexin Cao +3Music GenerationMembership Inference

  21. Pretraining Data Exposure in Large Language Models: A Survey of Membership Inference, Data Contamination, and Security Implications

    May 21, 2026Ziyi Tong, Feifei Sun, Le Minh NguyenMembership InferenceLarge Language Model Pretraining

  22. Membership Inference Attacks on Discrete Diffusion Language Models

    May 15, 2026Shailesh KasivelrajanMasked Diffusion Language ModelsMembership Inference Attacks

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

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

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

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

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

    May 1, 2026Zelin Guan, Shengda Zhuo, Zeyan Li +4Membership InferenceMembership Inference Attacks

  26. Adaptive Defense Orchestration for RAG: A Sentinel-Strategist Architecture against Multi-Vector Attacks

    Apr 22, 2026Pranav Pallerla, Wilson Naik Bhukya, Bharath Vemula +1Retrieval-Augmented Generation SystemsData Leakage

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

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