Privacy Auditing

Ask about this topic

Momentum

8 papers in the last four weeks, up 60% on the four weeks before. 0.1% of all new papers.

Jul 13Week of Sep 28
View on map

Latest papers 58

All topics
CardsList

  1. Privacy in Personalized AI Is a System Property, Not Just a Model Property

    Sep 29, 2026Guillaume Salha-Galvan, Jiaying XuPrivacy Auditing

    SJTU Paris Elite Institute of Technology · Kibo Ryoku Research

  2. The Text Beside the Image: Detection, Utility and Leakage for Trustworthy Multimodal Medical Data and Beyond

    Sep 27, 2026Andreas Maier, Monica Hinrichs-Mayer, Franziska Weber +4Privacy AuditingPII Detection

    Pattern Recognition Lab, Friedrich-Alexander-Universität Erlangen-Nürnberg, Germany · Friedrich-Alexander-Universität Erlangen-Nürnberg, Germany · Universitätsklinikum Erlangen, Germany +1

  3. Empirical Auditing of Edge-Private Graph Generators

    Sep 21, 2026Anum Fatima, Stratis Limnios, James Adams +4Privacy AuditingEdge Inference

    Department of Statistics University of Oxford Oxford, United Kingdom · Plenitude Consulting, London, United Kingdom · National Physical Laboratory Teddington, United Kingdom +3

  4. ASLEval: Measuring Privacy Exposure Displacement in LLM Agent Sessions

    Sep 16, 2026Guosen Wu, Huizhen Huang, Guoxiong Long +2Privacy AuditingLLM Agent Evaluation

    School of Computer and Big Data, Minjiang University, Fuzhou, China

  5. Beyond EER: Multi-Dimensional Evaluation of Information Leakage in Speaker De-Identification

    Sep 16, 2026Seungmin Seo, Oleg Aulov, P. Jonathon Phillips +2Privacy AuditingBiometric Identification

    Contractor Associate, National Institute of Standards and Technology, Gaithersburg, MD, USA · Chakra Consulting Inc., Clarksburg, MD, USA · National Institute of Standards and Technology, Gaithersburg, MD, USA

  6. GraphProfiler: Source-Linked Sensitive Attribute Inference via Personal Knowledge Graphs

    Sep 14, 2026Ahmed Sohair Khan, Estrid He, Chenglong Ma +2Privacy AuditingPrivacy Leakage in Language Models

    RMIT University, Melbourne, Australia

  7. Predicting Privacy Leakage from Weight Spectral Density

    Sep 10, 2026Richard J. Preen, Jim SmithPrivacy AuditingMembership Inference Attacks

    Department of Computer Science and Creative Technologies University of the West of England Bristol, UK BS16 1QY

  8. Subgroup Membership Inference Audits of Differentially Private Synthetic Text

    Sep 9, 2026Yidan Sun, Viktor Schlegel, Srinivasan Nandakumar +2Privacy AuditingMembership Inference Attacks

    Imperial College London, Imperial Global Singapore · Nanyang Technological University, Singapore · Imperial College London, United Kingdom

  9. Auditing Patient Privacy in Medical Generative Models: Scalable Memorization Detection with DeepSSIM++

    Sep 3, 2026Antonio Scardace, Francesco Guarnera, Sebastiano Battiato +1Privacy AuditingMemorization in Generative Models

    University of Catania, Department of Mathematics and Computer Science, Catania, Italy

  10. Privacy Washing: Detecting Internal Contradictions in Privacy Policies

    Sep 2, 2026Thomas BrackinPrivacy Auditing

    Varitas (varitas.io) Seattle, WA, USA

  11. Position: Privacy Is a Claim, Not a Property of Synthetic Data

    Sep 1, 2026Jiachen Zhao, Antonia Januszewicz, Taeho JungPrivacy AuditingPrivacy-Preserving ML

    Department of Computer Science Engineering, University of Notre Dame, Notre Dame, United States.

  12. MultiGait: A Multi-Sensor Multi-Perspective Multi-Session Biometric Inference Benchmark and its Dataset

    Sep 1, 2026Julian Todt, Felix Morsbach, Philip Dissert +1Privacy AuditingBiometric Identification

    KASTEL Security Research Labs · Karlsruhe Institute of Technology

  13. Lensless Gaze Is Not Private by Default: Auditing Identity Leakage Across Disclosure Surfaces

    Aug 31, 2026Rahul Vimalkanth, Kaushik MitraPrivacy AuditingGaze Estimation

    Indian Institute of Technology Madras, Chennai, India

  14. Protecting patient privacy in clinical foundation models: Technical and legal perspectives

    Aug 7, 2026Sana Tonekaboni, Lena Stempfle, Sasha Ronaghi +4Privacy AuditingPrivacy Leakage in Language Models

    Massachusetts Institute of Technology (MIT), Cambridge, Massachusetts, USA · Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA · Stanford University, Stanford, California, USA +5

  15. Surrogate Substitution Preserves PHI Detectability: A Multi-Detector Equivalence Study

    Aug 4, 2026Qiming Bao, Sherry J. H. Feng, Kim Chester Eugenio +1Privacy AuditingPII Detection

    Custodian Labs

  16. Secrets Everywhere: Auditing Memorization in Mobility Prediction Models

    Aug 3, 2026Anne Josiane Kouam, Hristo Boyadzhiev, Konrad RieckPrivacy AuditingHuman Behavior Prediction

    Inria & TU Berlin Palaiseau, France · BIFOLD & TU Berlin Berlin, Germany

  17. Enabling Multilingual Privacy Policy Audits: Large-Scale Analysis of Spanish Mobile Apps

    Jul 20, 2026Marcos Moran, David Rodriguez, Luka Nenadic +2Privacy AuditingMultilingual Language Model Evaluation

    1, 2, 5Universidad Politécnica de Madrid · 2, 5Information Processing and Telecommunications Center · 3ETH Zurich +1

  18. A Systematic Evaluation of Traditional Privacy Policy Analysis Tools Against LLMs

    Jul 19, 2026Madhav Aryal, Sudipa Saha, Sunil Manandhar +2Privacy AuditingLLM Evaluation

    University of South Florida · IBM T.J. Watson Research Center

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

    Jul 18, 2026Rakshit NaiduPrivacy AuditingGroup Fairness

    Georgia Institute of Technology

  20. Auditing Fairness-Privacy Trade-offs: Subpopulation-Level Effects of Fairness-Enhancing Algorithms

    Jul 16, 2026Umid Suleymanov, Ilhama Novruzova, Khalid Mammadov +2Privacy AuditingMembership Inference Attacks

    Virginia Tech · Blacksburg, USA · ADA University +5

  21. Plausible Deniability Guarantees for Whistleblowers

    Jul 15, 2026Leo Richter, Matt J. KusnerPrivacy AuditingDifferential Privacy

    University College London · 2 ´Ecole Polytechnique de Montr´eal · 3Mila - Qu´ebec Artificial Intelligence Institute

  22. ToolPrivacyBench: Benchmarking Purpose-Bound Privacy in Tool-Using LLM Agents

    Jun 26, 2026Shijing Hu, Liang Liu, Zhu Meng +1Privacy AuditingTool-Use Evaluation

    Beijing University of Posts and Telecommunications, Beijing, 100876, China · Beijing Academy of Blockchain and Edge Computing, Beijing, 100085, China

  23. Natural Identifiers for Privacy and Data Audits in Large Language Models

    Jun 23, 2026Lorenzo Rossi, Bartłomiej Marek, Franziska Boenisch +1Privacy AuditingLLM Auditing

    CISPA Helmholtz Center for Information Security

  24. REDACT: A Systematically Controlled Multilingual Benchmark for Personal Information Detection

    Jun 18, 2026Guneesh Vats, Anubha Agrawal, Shikha Singhal +5Privacy AuditingPII Detection

    ServiceNow

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

    Jun 15, 2026Kareem Amin, Rudrajit Das, Alessandro Epasto +4Privacy AuditingMembership Inference Attacks

    1Google · University of Southern California

  26. Causal-Privacy Audit Workflow for Synthetic and Distilled Data in Dropout Support

    Jun 14, 2026Hanghang Zheng, Xiwei Zhuang, Zhong Wang +4Privacy AuditingCausal Effect Estimation

    Central University of Finance and Economics, Beijing, PR China · China Development Bank, Beijing, PR China

  27. Attribute Inference from Interactive Targeted Ads

    Jun 13, 2026Peihao LiPrivacy AuditingAdversarial Attacks

  28. Behavioral Audit of Machine Unlearning Has a Privacy Cost

    Jun 12, 2026Liou Tang, James Joshi, Ashish KunduPrivacy AuditingMachine Unlearning

    University of Pittsburgh, Pittsburgh, PA, USA · Cisco Research, San Jose, CA, USA

  29. Let's Ask Gauss: Improved One-Run Privacy Auditing

    Jun 10, 2026Adya Agrawal, Yu Wei, Jaspal Singh +2Privacy AuditingDifferentially Private Stochastic Gradient Descent

    Georgia Institute of Technology · Purdue University · Rensselaer Polytechnic Institute

  30. Advancing the State-of-the-Art in Empirical Privacy Auditing

    Jun 9, 2026Nicole Mitchell, Galen Andrew, Arun Ganesh +2Data LeakagePrivacy Auditing

    Google Research San Francisco, CA · Google Research Seattle, WA