Anonymization

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

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  1. AgentDoxx: Agentic Re-identification of Anonymized Text with Web Search

    Oct 4, 2026Jianing Wen, Tianshi LiAnonymizationAttacker Large Language Model

    Khoury College of Computer Sciences Northeastern University Boston, MA

  2. ReCast: Contract-Preserving Protection for Fixed-Interface Multimodal Reasoning

    Oct 1, 2026Bingchen Pei, Lichong Chen, Bingxi Zhao +8Multimodal ReasoningAnonymization

    Beijing Jiaotong University · Virginia Polytechnic Institute and State University

  3. ASR ensembling for phoneme intelligibility evaluation of speech anonymizers

    Sep 23, 2026Victor Ménestrel, Sebastian Möller, Slim Ouni +1Automatic Speech Recognition EvaluationEnd-To-End Automatic Speech Recognition Models

    Technische Universität Berlin, Faculty IV, Berlin, Germany · Université de Lorraine, CNRS, Inria, Loria, F-54000, Nancy, France

  4. Memorisation bias in medical AI

    Sep 15, 2026Moritz A. Knolle, Martin J. Menten, Laurin Lux +5Mimic-Iv DatasetsMemorization

    Chair for AI in Healthcare and Medicine, Technical University of Munich (TUM) and TUM University Hospital, Germany. · Munich Center for Machine Learning, Germany. · Department of Computing, Imperial College London, United Kingdom. +1

  5. I Am No One: Style-Aware Paraphrasing for Text Anonymization

    Sep 14, 2026Ahmed Sohair Khan, Estrid He, Monica Wachowicz +1AnonymizationStylometric

    RMIT University, Melbourne, Australia

  6. Deriving the Pure Price of Anarchy for Networked Resource Allocation Games

    Sep 14, 2026Vartika Singh, Philip N. BrownGame TheoryUtility Maximization

    University of Colorado Colorado Springs, Colorado Springs, CO, 80918 USA · Politecnico di Torino, Italy

  7. On the Impact of Anonymization on the Performance of Large Language Models

    Sep 10, 2026Tobias Deußer, Max Hahnbück, Lorenz Sparrenberg +3AnonymizationLanguage Modeling

    University of Bonn, Bonn, Germany · 2Fraunhofer IAIS, Sankt Augustin, Germany · 3Lamarr Institute for Machine Learning and Artificial Intelligence, Bonn, Germany +1

  8. MedDeID enables locally governed clinical-text de-identification from real or synthetic training data

    Sep 9, 2026Stig Hellemans, Tom Stroobants, Elyne Scheurwegs +3De-IdentificationClinical Notes

    Adrem Data Lab, Department of Computer Science, University of Antwerp, Antwerp, Belgium · Antwerp University Hospital (UZA), Edegem, Belgium · Laboratory of Experimental Medicine and Pediatrics (LEMP), University of Antwerp, Antwerp, Belgium

  9. Refining Heuristic-Based Bitcoin Address Clustering with Graph Neural Networks

    Sep 1, 2026Hugo Schnoering, Roman Bresson, Michalis VazirgiannisBitcoinClustering

    École Polytechnique, Institut Polytechnique de Paris, France · Mohamed bin Zayed University of Artificial Intelligence, Abu Dhabi, UAE

  10. PersianAnonymizer: Evaluating LLM-Labeled Training for Efficient NER-based Anonymization in Persian

    Sep 1, 2026Mohammad Hossein Shalchian, Mostafa Amiri, Amir Mahdi SadeghzadehAnonymizationNamed-Entity Recognition

    1Sharif University of Technology · University of Tehran

  11. Auditing Anonymous AI Models: A Four-Stage Protocol for Black-Box Identity Verification

    Aug 31, 2026Yisen XiModel AuditingAnonymization

    Independent Researcher, Beijing, China

  12. Benchmarking Time Series Generation Methods for Privacy-Preserving Forecasting

    Aug 11, 2026Luis Amorim, Vitor Cerqueira, Moises Santos +2Time-Series GenerationAnonymization

    Faculdade de Engenharia da Universidade do Porto, Porto, Portugal · University of Coimbra, Coimbra, Portugal · Laboratory for Artificial Intelligence and Computer Science (LIACC), Portugal +3

  13. Beyond Direct Identifiers: Probabilistic Privacy Risk Estimation for Privacy-Conscious LLM Query Delegation

    Aug 10, 2026Li Siyan, Zhou Yu, Julia HirschbergPrivacyAnonymization

    Department of Computer Science Columbia University

  14. GRASP: Reinforcing Language Model Anonymizers with Group Relative Policy Optimization

    Aug 6, 2026Sajjad Ghiasvand, Nader SehatbakhshAnonymizationBetter Call Group Relative Policy Optimization

    Electrical and Computer Engineering Department, UC Santa Barbara1 · Electrical and Computer Engineering Department, UC Los Angeles2

  15. FakeIDet3-DB: Refining Digital Attacks and Patch Extraction for Secure ID Benchmarking

    Jul 29, 2026Muñoz-Haro Javier, Teruel Andres, Tolosana Ruben +4Digital ForensicsAnonymization

    School of Engineering, Universidad Autonoma de Madrid, Ciudad Universitaria de Cantoblanco, Madrid, Spain

  16. Listen to the Features: Voice Anonymization Driven by Content Embedding Matching over Signal Reconstruction

    Jul 7, 2026Adrien Schneider, Kacper Zabkowski, Anderson Augusma +3Wav2VecAnonymization

    M-PSI · Univ. Grenoble Alpes, CNRS, Grenoble INP, LIG, 38000 Grenoble, France · SAM, SVH +1

  17. Routing Anonymity and Identifiability of Noisy Quantum Hardware

    Jul 6, 2026Ben Priestley, Mina DoostiAnonymizationIdentifiability

    Centre for Quantum Information and Foundations, DAMTP, University of Cambridge · Quantum Software Lab, School of Informatics, University of Edinburgh

  18. NouveauVoice: Generating Novel Pseudo Speakers for Voice Anonymization

    Jul 4, 2026Meiying Melissa Chen, Anastasia Kuznetsova, Zhenyu Wang +1Voice ConversionAnonymization

    Department of Electrical and Computer Engineering, University of Rochester Rochester NY, USA

  19. Child-Centric Voice Anonymization in Single and Multi-Speaker Speech via Domain-Adapted SSL Models

    Jun 29, 2026Pranav Tushar, Xiao Xiao Miao, Rong TongSpeakerAnonymization

    Singapore Institute of Technology, Singapore · Duke Kunshan University, China

  20. SurrogateShield: Beyond Redaction for High-Utility, Privacy-Preserving LLM Interactions

    Jun 28, 2026Sherwin Vishesh JathannaAnonymizationSurrogates

    Arizona State University Tempe, Arizona, USA

  21. SHARD: cell-keyed residual splitting for alignment-resistant private dense retrieval

    Jun 26, 2026Sergey KurilenkoLocality-Sensitive HashingShard

    Moscow Institute of Physics and Technology

  22. Zero-VC: Zero-Lookahead Streaming Voice Conversion via Speaker Anonymization

    Jun 18, 2026Yudong Li, Zihao Fang, Junwen Qiu +4SpeakerProsody

    The Chinese University of Hong Kong, Shenzhen · Shenzhen Transsion Holdings Co., Ltd. · Shenzhen Loop Area Institute +1

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

    Jun 15, 2026Ziniu Liu, Aiping LiStandard Differential-PrivacyAnonymization

    National University of Defense Technology

  24. ttda704 at SemEval-2026 Task 4: Modeling Narrative Structures via Pseudonymization and Multi-View Sentence Alignment

    Jun 14, 2026Tai Tran Tan, An Dinh ThienNarrativesHierarchical Semantic Alignment

    University of Information Technology, Ho Chi Minh City, Vietnam · 2Vietnam National University, Ho Chi Minh City, Vietnam

  25. ReGenHuman: Re-Generating Human Appearances for Realistic Full-Body Video Anonymization

    Jun 12, 2026Adam Sun, Eshaan Barkataki, Arnold Milstein +2AnonymizationIn-The-Wild Videos

    Stanford University, Stanford, CA, USA

  26. A Large-Scale Per-Speaker Analysis of Re-identification Risk in Speech Anonymization

    Jun 5, 2026Orane Dufour, Paul Magron, Mickael Rouvier +1AnonymizationSpeaker

    Université de Lorraine, CNRS, Inria, LORIA, F-54000 Nancy, France · LIA, Avignon University, F-84911 Avignon, France

  27. LLM Anonymization Against Agentic Re-Identification

    May 29, 2026Ziwen Li, Jianing Wen, Tianshi LiAnonymizationAttacker Large Language Model

    Khoury College of Computer Sciences Northeastern University Boston, MA

  28. Can Multi-Agent LLMs Identify Their Peers? Stylometric Fingerprinting in Role-Constrained Political Analysis

    May 20, 2026Juergen DietrichLarge Language Model AnnotationsAnonymization

    Democracy Intelligence gGmbH, Berlin, Germany

  29. Latent Geometry as a Structural Monitor: Eigenspace Alignment for Anomaly Detection in Anonymity Networks

    May 19, 2026Vaibhav ChhabraThreat DetectionAnonymization

    USPTO Patent #64/034,500

  30. Privacy Preserving Machine Learning Workflow: from Anonymization to Personalized Differential Privacy Budgets in Federated Learning

    May 4, 2026Judith Sáinz-Pardo Díaz, Álvaro López GarcíaPrivacy-Preserving Machine LearningFederated Learning

  31. From Mirage to Grounding: Towards Reliable Multimodal Circuit-to-Verilog Code Generation

    Apr 30, 2026Guang Yang, Xing Hu, Xiang Chen +1Image-To-Code GenerationHigh-Level Synthesis

    State Key Laboratory of Blockchain and Data Security, Zhejiang University, Hangzhou, China · Hangzhou High-Tech Zone (Binjiang) Institute of Blockchain and Data Security, Hangzhou, China · School of Artificial Intelligence and Computer Science, Nantong University, Nantong, China

  32. DiffAnon: Diffusion-based Prosody Control for Voice Anonymization

    Apr 29, 2026Ismail Rasim Ulgen, Zexin Cai, Nicholas Andrews +2AnonymizationProsody

    Center for Language and Speech Processing, Johns Hopkins University, USA · Human Language Technology Center of Excellence (COE), Johns Hopkins University, USA

  33. Identity-Decoupled Anonymization for Visual Evidence in Multi-modal Retrieval-Augmented Generation

    Apr 26, 2026Zehua Cheng, Wei Dai, Jiahao SunMultimodal Retrieval Augmented GenerationAnonymization

    Department of Computer Science · University of Oxford,, UK · FLock.io, London, UK

  34. Peer Identity Bias in Multi-Agent LLM Evaluation: An Empirical Study Using the TRUST Democratic Discourse Analysis Pipeline

    Apr 24, 2026Juergen DietrichLarge Language Model BiasAI Trustworthiness

    TRUST Project — democracy-intelligence.de

  35. Subject-level Inference for Realistic Text Anonymization Evaluation

    Apr 23, 2026Myeong Seok Oh, Dong-Yun Kim, Hanseok Oh +6AnonymizationTamper Localization

    Tscientific, South Korea · Soongsil University, South Korea · Yonsei University, South Korea +1

  36. Before the Mic: Physical-Layer Voiceprint Anonymization with Acoustic Metamaterials

    Apr 22, 2026Zhiyuan Ning, Zhanyong Tang, Xiaojiang Chen +1Microphone ArrayAnonymization

    Northwest University · University of Leeds

  37. A Case Study on the Impact of Anonymization Along the RAG Pipeline

    Apr 17, 2026Andreea-Elena Bodea, Stephen Meisenbacher, Florian MatthesAnonymizationRetrieval-Augmented Generation Pipelines

    Technical University of Munich · School of Computation, Information and Technology · Garching, Germany

  38. Decoupling Identity from Utility: Privacy-by-Design Frameworks for Financial Ecosystems

    Apr 16, 2026Ifayoyinsola Ibikunle, Tyler Farnan, Senthil Kumar +1Synthetic DataAnonymization

    Capital One

  39. VeriX-Anon: A Multi-Layered Framework for Mathematically Verifiable Outsourced Target-Driven Data Anonymization

    Apr 14, 2026Miit Daga, Swarna Priya RamuAnonymizationDataset Ownership Verification

    School of Computer Science Engineering and Information Systems, Vellore Institute of Technology, Vellore, 632014, Tamil Nadu, India

  40. Hijacking Text Heritage: Hiding the Human Signature through Homoglyphic Substitution

    Apr 11, 2026Robert DilworthStylometricAnonymization

    Department of Computer Science and Engineering, Mississippi State University, Mississippi State, Mississippi, USA

  41. PHONOS: PHOnetic Neutralization for Online Streaming Applications

    Mar 27, 2026Waris Quamer, Mu-Ruei Tseng, Ghady Nasrallah +1Grapheme-To-PhonemeAnonymization

    Department of Computer Science & Engineering, Texas A&M University, College Station, US

  42. Voice Privacy from an Attribute-based Perspective

    Mar 19, 2026Mehtab Ur Rahman, Martha Larson, Cristian Tejedor-GarciaSpeakerAnonymization

    Centre for Language Studies · Institute for Computing and Information Sciences

  43. FaceLinkGen: A Re-evaluation of Identity Leakage in Privacy-Preserving Face Recognition and Face Anonymization Systems Using Simple Distillation

    Feb 2, 2026Wenqi Guo, Qingyun Qian, Mohamed Shehata +1Face Recognition ModelFacial Images

    Department of Computer Science, Mathematics, Physics and Statistics University of British Columbia, Kelowna, BC, Canada

  44. Rethinking Anonymity Claims in Synthetic Data Generation: A Model-Centric Privacy Attack Perspective

    Jan 30, 2026Georgi Ganev, Emiliano De CristofaroSynthetic DataAnonymization

    UCL · SAS · UC Riverside

  45. Learning to Erase Private Knowledge from Multi-Documents for Retrieval-Augmented Large Language Models

    Apr 14, 2025Yujing Wang, Jinwen Chen, Hainan Zhang +5Concept ErasureAnonymization

    Beijing Advanced Innovation Center for Future Blockchain and Privacy Computing School of Artificial Intelligence, Beihang University, China Beijing, China

  46. SimAC: A Simple Anti-Customization Method for Protecting Face Privacy against Text-to-Image Synthesis of Diffusion Models

    Dec 13, 2023Feifei Wang, Zhentao Tan, Tianyi Wei +2Diffusion ModelsAnonymization

    University of Science and Technology of China · Alibaba Cloud

  47. Limitations of Automated Simulatability: LLM Simulators Can Bypass Explanations

    Date pendingAntonin Poché, Fanny Jourdan, Nils Feldhus +6User SimulationExplainable AI Methods

    IRT Saint Exupéry · IRIT, Université de Toulouse · University of Groningen +7