Privacy-Preserving ML

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26 papers in the last four weeks, up 63% on the four weeks before. 0.3% of all new papers.

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  1. Mesh Inference: A Formal Model of Collective Inference Without a Center

    Jun 17, 2026Hongwei XuPrivacy-Preserving MLMulti-Agent Reasoning

  2. Giskard : Byzantine Robust and Confidential Aggregation for Large-Scale Decentralized Learning

    Jun 17, 2026Ousmane Touat, César Sabater, Mohamed Maouche +1Secure Multi-Party ComputationCommunication-Efficient Distributed Training

    INSA Lyon, LIRIS, CNRS · Villeurbanne, France · INRIA, INSA Lyon

  3. Private Learning with Public Feature Conditioning

    Jun 17, 2026Shuli Jiang, Walid Krichene, Nicolas MayorazDifferentially Private Stochastic Gradient DescentPrivacy-Preserving ML

    1AWS Agentic AI · 2Microsoft · 3Google Research

  4. What Your Model Threw Away and Why You'll Want It Back: Masking, Fingerprinting, and Privacy from Discarded Geometry

    Jun 17, 2026Zachary P. BradshawGeometric Representation LearningLie Group Methods

    QodeX Quantum, Inc. Chicago, IL

  5. Ghost Vectors: Soft-Deleted Embeddings Remain Reconstructible in HNSW Vector Databases

    Jun 16, 2026Chandranil Chakraborttii, Jackeline García Alvarado, Sitora Abdulofizova +1CybersecurityPrivacy-Preserving ML

    Trinity College, USA

  6. Redact or Keep? A Fully Local AI Cascade for Educational Dialogue De-Identification

    Jun 16, 2026Haocheng Zhang, Zhuqian Zhou, Kirk Vanacore +2AI in EducationPrivacy-Preserving ML

    Cornell University, Ithaca, NY, USA

  7. Differential Privacy of Gaussian Process Posterior Sampling

    Jun 16, 2026Tomasz MaciazekGaussian ProcessesPrivacy-Preserving ML

    School of Mathematics, University of Bristol

  8. Federated Explainable Artificial Intelligence: Roles, Architectures, Evaluation, and Open Challenges

    Jun 15, 2026Masoume Gholizade, Fabrizio Ruffini, Pietro Ducange +1Explainable Artificial IntelligencePrivacy-Preserving ML

    Department of Information Engineering, University of Pisa, Largo Lucio Lazzarino 1, Pisa, 56122, Italy

  9. Beyond Weights and Gradients: A Taxonomy of Federated Learning Messages

    Jun 15, 2026Alvaro Javier Vargas Guerrero, Xinguang Wang, Quang Manh Doan +1Communication-Efficient Distributed TrainingPrivacy-Preserving ML

    AIMS lab, Center for Neurosciences, UZ Brussel, Vrije Universiteit Brussel, Brussels, Belgium · Artificial Intelligence Lab, Vrije Universiteit Brussel, Brussels, Belgium

  10. The Art of Mixology: Mixup-based Obfuscation for Privacy-Preserving Split Learning in Large Language Models

    Jun 15, 2026Chen Chen, Xiang Gao, Xianshun Wang +6Privacy-Preserving Language ModelsPrivacy Leakage in Language Models

    College of Computing and Data Science, Nanyang Technological University, Singapore · School of Cyber Science and Engineering, Wuhan University, China

  11. TrustErase: Auditable Instant Machine Unlearning with Passport-Embedded Representations

    Jun 15, 2026Rutger Hendrix, Leonardo G. Russo, Concetto Spampinato +2Privacy-Preserving MLMachine Unlearning

    University of Catania Catania, Italy

  12. FEnc2^2: Unifying Data Packing for Efficient Private Inference via Convolution and Architecture-Aware Fragment Encoding

    Jun 15, 2026Ran Ran, Zhaoting Gong, Nuo Xu +3Efficient Neural Network InferenceHomomorphic Encryption

    North Carolina State University · University of Minnesota · University of California, Santa Cruz +1

  13. To forget is to preserve: Machine Unlearning for 3D medical image segmentation

    Jun 15, 2026Nitesh Kumar Singh, Akhilesh Singh, Arjun AroraPrivacy-Preserving ML3D Medical Image Segmentation

    School of Computer Science UPES, University of Tomorrow Dehradun, India.

  14. Privacy-Preserving Text Sanitization for Distributed Agents Collaboration via Disentangled Representations

    Jun 13, 2026Xuan Liu, Hefeng Zhou, Sicheng Chen +6Disentangled Representation LearningPrivacy-Preserving ML

    Shanghai Artificial Intelligence Laboratory

  15. Securing the Future of IoMT in the Post-Quantum Era: An Edge-Native Federated Learning Approach

    Jun 12, 2026Taym Alshoghri, Deemah H. Tashman, Mohammad Reza Gerami +1Privacy-Preserving MLPost-Quantum Cryptography

    LINCS Laboratory, Department of Computer and Software Engineering, Polytechnique Montréal, Montréal, QC, Canada · Department of Computer Science, University of Toronto, Ontario, Canada

  16. LatentDx: Latent Multi-Agent Communication for Cross-Hospital Rare-Disease Diagnosis

    Jun 11, 2026Ziqing Wang, Lili Zhao, Kaize DingMulti-Agent LLM SystemsRare Disease Diagnosis

    Northwestern University

  17. A Privacy-Preserving Framework Using Remote Data Science for Inter-Institutional Student Retention Prediction

    Jun 11, 2026John Fields, K M Sajjadul Islam, Ruchitha Thota +2Synthetic Data GenerationAI in Education

    Business Analytics Concordia University Wisconsin · Computer Science Marquette University · Computer Science Concordia University Wisconsin +1

  18. Fed-FBD: Federated Functional Block Diversification for Isolation, Privacy, and Surgical Unlearning

    Jun 10, 2026Weijie Chen, Alan B. McMillanFederated UnlearningByzantine-Robust Federated Learning

    Department of Radiology, University of Wisconsin–Madison

  19. Privacy-Preserving Federated Autoencoder for ECG Anomaly Detection on Edge Devices

    Jun 10, 2026Kaan Arda Akyol, Jakub Kacper Szeląg, Aydin Abadi +9Electrocardiogram ClassificationReconstruction-Based Anomaly Detection

    School of Computing, Newcastle University, Newcastle upon Tyne, United Kingdom

  20. Fixed-Parameter Tractability of Private Synthetic Data Generation

    Jun 9, 2026Badih Ghazi, Cristóbal Guzmán, Pritish Kamath +3Synthetic Data GenerationPrivacy-Preserving ML

    Google Deepmind · Institute for Mathematical and Computational Engineering, Faculty of Mathematics and School of Engineering, Pontificia Universidad Cat´olica de Chile · Google Research

  21. Federated continual learning: A comprehensive survey on lifelong and privacy-preserving learning over distributed and non-stationary data

    Jun 9, 2026Masoume Gholizade, Fabrizio Ruffini, Pietro Ducange +1Continual LearningFederated Continual Learning

    Department of Information Engineering, University of Pisa, Largo Lucio Lazzarino 1, Pisa, 56122, Italy

  22. Privacy-Preserving Credit Risk Prediction with Alternative Data

    Jun 9, 2026Hongzhe Zhang, Jiarong Xu, Jing He +1AI Risk ManagementPrivacy-Preserving ML

    School of Management and Economics, The Chinese University of Hong Kong, Shenzhen (CUHK-Shenzhen), China · School of Management, Fudan University, Shanghai, China · Lerner College of Business and Economics, University of Delaware, Newark, Delaware

  23. SPARX: Secure and Privacy-Aware Approximate CNN Acceleration with Edge RISC-V SoC

    Jun 8, 2026Sonu Kumar, Akash Sankhe, Mukul Lokhande +1Edge InferencePrivacy-Preserving ML

    Centre for Advanced Electronics · Dept. of Electrical Engineering

  24. Beyond Homophily: Towards Generalized Graph Reconstruction Attack and Defense

    Jun 6, 2026Zhanke Zhou, Bo Han, Xuan Li +3Graph Neural NetworksPrivacy-Preserving ML

    TMLR Group, Department of Computer Science, Hong Kong Baptist University, Kowloon Tong · Cooperative Medianet Innovation Center, Shanghai Jiao Tong University, Shanghai, China · Department of Computer Science, Stanford University, Stanford, CA 94305, USA +1

  25. CausShield: Sample Reconstruction-Resilient Vertical FL via Causal Representation Learning

    Jun 6, 2026Yongqi Jiang, Yansong Gao, Siguang Chen +1Privacy-Preserving MLFederated Learning

    School of Computer Science and Engineering, Nanjing University of Science and Technology, Nanjing 210094, China · University of Western Australia, Perth, Australia · College of Computer Science and Software Engineering, Hohai University, Nanjing 211100, China +1

  26. The Capacity of Information-Theoretic Secure Aggregation in Federated Learning

    Jun 5, 2026Lanxin Yi, Jinbao Zhu, Kai Wan +1Federated Learning AggregationPrivacy-Preserving ML

    Information Coding and Transmission (ICT) Key Laboratory of Sichuan Province, Southwest Jiaotong University, Chengdu 611756, China · School of Electronic Information and Communications, Huazhong University of Science and Technology, Wuhan 430074, China

  27. Seeing Without Exposing: Adaptive Privacy Control for Open-World, Context-Hungry MLLMs

    Jun 5, 2026Siyuan Xu, Yibing Liu, Peilin Chen +3Privacy-Preserving Language ModelsMultimodal Large Language Models

    City University of Hong Kong · Hon Hai Research Institute · Lingnan University

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

    Jun 4, 2026Maryam Babaei, Yingke Wang, Hadrien Lautraite +3Counterfactual ExplanationsMembership Inference Attacks

    ÉTS Montreal and Mila, Canada · UQAM, Canada · ÉTS Montreal, Canada +1

  29. Cognitive Threat Intelligence and Explainable Federated Security Analytics for distributed Infrastructure Systems

    Jun 4, 2026Md. Arifur Rahman, B. M. Taslimul Haque, Md. Iqbal Hossan +1Cyber Threat IntelligenceNetwork Intrusion Detection

    Dept. of Information Studies, Trine University, Angola, Indiana · Dept. of Business Information Systems, Central Michigan University, Mount Pleasant, Michigan · Dept. of CS, Maharishi International University, Fairfield, Iowa, USA

  30. InfoShield: Privacy-Preserving Speech Representations for Mental Health Screening via Information-Theoretic Optimization

    Jun 4, 2026Xueyang Wu, Siyuan Liu, Kezhuo Yang +1Audio Representation LearningDepression Detection

    Shenzhen NeurStar Inc., China · University of York, United Kingdom · Shanghai Jiao Tong University, China