Privacy-Preserving ML

ML: Machine Learning

Ask about this topic

Momentum

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

Jul 13Week of Sep 28
View on map

Latest papers 290

All topics
CardsList

  1. StraightDP: Geometry-Aware Differential Privacy for Rectified-Flow Transformers

    Jul 31, 2026Xujun Che, Depeng Xu, Xintao WuDiffusion TransformerDifferentially Private Stochastic Gradient Descent

    Department of Cybersecurity, University of North Carolina at Charlotte, Charlotte, NC, USA · Department of Electrical Engineering and Computer Science, University of Arkansas, Fayetteville, AR, USA

  2. Encryption-Compatible Clustered Federated Learning via Distributed Expectation-Maximization over Metadata

    Jul 30, 2026Michael Ben Ali, Imen Megdiche, André Péninou +1Privacy-Preserving MLClustered Federated Learning

    UT3, IRIT, CNRS · INU Champollion, ISIS, IRIT, CNRS · UT2J, IRIT, CNRS +1

  3. Secure Aggregation for Privacy-Preserving Federated Learning on Clinical EEG Data

    Jul 30, 2026Pouya Rajabi, Mohsen TooraniFederated Learning AggregationPrivacy-Preserving ML

    Department of Science and Industry Systems University of South-Eastern Norway Kongsberg, Norway

  4. Where Physics Meets Privacy: Federated PINNs for Privacy-Preserving Brain Tumor Biomechanical Modeling

    Jul 28, 2026Mahmuda Akter Sristy, Md Al-Mahfuz Chowdhury, Momota Ahsana Meem +2Privacy-Preserving MLOncology

    Dept. of Computer Science and Engineering, United International University Dhaka, Bangladesh

  5. MOSAIC-FL, a micro-service based privacy-preserving framework with application to genomics

    Jul 27, 2026Paul Largillier, Karl Paygambar, Cédric Gouy-Pailler +3Privacy-Preserving MLGenomics

    Université Paris-Saclay, CEA, LIST, France · Université Paris-Saclay, CEA, CNRGH, France

  6. ScoreShield: Differentially Private Release of Similarity Scores

    Jul 27, 2026Behrooz Razeghi, Parsa RahimiPrivacy-Preserving MLDifferential Privacy

    School of Engineering and Applied Sciences, Harvard University · School of Engineering, École Polytechnique Fédérale de Lausanne (EPFL)

  7. BettiSplit: Topology-Guided Privacy-Aware Split Learning Against Feature Inversion and Gradient Leakage

    Jul 27, 2026Akarsh K. Nair, Muhammad Arifur Rahman, David Brown +1Gradient Inversion AttacksSplit Federated Learning

    Department of Computer Science Nottingham Trent University Nottingham, United Kingdom · Information and Computer Science Department SDAIA–KFUPM Joint Research Center for AI Interdisciplinary Research Center for Biosystems and Machines King Fahd University of Petroleum & Minerals Dhahran 31261, Saudi Arabia

  8. Understanding Machine Unlearning Through the Lens of Mode Connectivity

    Jul 27, 2026Jiali Cheng, Hadi AmiriMode ConnectivityPrivacy-Preserving ML

    University of Massachusetts Lowell

  9. DP-IVON-Gradsq: Differentially Private Squared-Gradient Improved Variational Online Newton

    Jul 26, 2026Nour Jamoussi, Ikram Dridi, Giuseppe Serra +1Bayesian Neural NetworksPrivacy-Preserving ML

    EURECOM, Sophia Antipolis, France · Concordia University, Montreal, Canada · University of Granada, Granada, Spain

  10. FedSLIM: Privacy-Preserving Federated MDL-Based Descriptive Pattern Mining Across Data Silos

    Jul 25, 2026Samar Samir Khalil, Noha S. Tawfik, Marco SpruitMinimum Description LengthPrivacy-Preserving ML

    Computer Engineering Department, Arab Academy for Science, Technology and Maritime Transport, Alexandria 21913, Egypt · Leiden Institute of Advanced Computer Science, Leiden University, 2333 CC Leiden, The Netherlands · Department of Public Health & Primary Care, Leiden University Medical Center, 2333 ZA Leiden, The Netherlands

  11. Share No More Than the Request Requires: Federated Disclosure for Perspective-Aware AI

    Jul 24, 2026Sourena Khanzadeh, Daniel Platnick, Marjan Alirezaie +1Data ProvenancePrivacy-Preserving ML

    Toronto Metropolitan University · Flybits Labs · MIT Media Lab

  12. Certified in Theory, Broken in Practice: Assumption Gaps in Cryptographic Model Certification

    Jul 23, 2026Carter Luck, Olive Franzese-McLaughlin, Elisaweta Masserova +3Privacy-Preserving MLBlack-Box Model Auditing

    University of Massachusetts Amherst · Vector Institute · University of Toronto +3

  13. DS@GT ARC at ImageCLEFmed GANs 2026: Geometric Filtering for Privacy-Preserving CT Slice Generation

    Jul 22, 2026Eric Regina, Richard Arnaud, Samir Hadi CisnerosPrivacy-Preserving MLMedical Image Synthesis

    Georgia Institute of Technology, North Ave NW, Atlanta, GA 30332

  14. End-to-End Differential Privacy in Training Deep Neural Network Classifiers

    Jul 21, 2026Huaiyuan Rao, Calvin Hawkins, Alexander Benvenuti +1Privacy-Preserving MLDifferential Privacy

    School of Electrical and Computer Engineering, Georgia Institute of Technology Atlanta, GA 30332, USA · School of Electrical and Computer Engineering, Georgia Institute of TechnologyJul Atlanta, GA 30332, USA

  15. Trustworthy Privacy-Preserving Multimodal Federated Learning for Personalised Breast Cancer Prediction

    Jul 21, 2026Ruth Amey, Muhammad Arifur Rahman, Taha Osman +4Breast CancerMultimodal Federated Learning

  16. Sarus: Privacy-Preserving Multi-Vendor Perception Fusion via Homomorphic Encryption

    Jul 21, 2026Munawar Hasan, Apostol VassilevPrivacy-Preserving MLCooperative Perception

    National Institute of Standards and Technology, USA · Michigan Technological University, USA

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

    Jul 21, 2026Simone MilaniMembership Inference AttacksPrivacy-Preserving ML

    Department of Information Engineering, University of Padova, Padova, Italy

  18. DecoyFace: Beyond Obfuscation via Controllable and Imperceptible Identity Misdirection for Privacy-Preserving Face Recognition

    Jul 20, 2026Zhihan Ren, Lijun He, Xinyao Wang +2Gradient Inversion AttacksPrivacy-Preserving ML

    Shaanxi Key Laboratory of Deep Space Exploration Intelligent Information Technology, School of Information and Communications Engineering, Xi’an Jiaotong University, Xi’an 710049, China

  19. Multi-Level Privacy-Preserving Dementia Detection from Speech via Targeted Adversarial Obfuscation and Representation Learning

    Jul 19, 2026Henriette Flore Kenne, Raphael Anaadumba, Mohammad Arif Ul AlamSpeech-Based Dementia DetectionPrivacy-Preserving ML

    Richard A Miner School of Computer and Information Sciences, University of Massachusetts Lowell, Lowell, USA

  20. Privacy-Aware Synthetic Video Benchmarking and Relational Evaluation for Worker-Under-Suspended-Load Detection

    Jul 17, 2026Anshu Singh, Alejandro SeifSynthetic Benchmark GenerationPrivacy-Preserving ML

    Government Technology Agency of Singapore

  21. Benchmarking Face Recognition without Real Faces

    Jul 16, 2026Paweł Borsukiewicz, Daniele Lunghi, Wendkûuni C. Ouédraogo +2Privacy-Preserving MLFace Recognition

    University of Luxembourg · Luxembourg

  22. Reducing information dependency does not cause training data privacy. Adversarially non-robust features do

    Jul 14, 2026Rasmus Torp, Shailen K. Smith, Adam BreuerAdversarial TrainingNeural Network Robustness

    Department of Computer Science Dartmouth College · Department of Computer Science & Department of Government Dartmouth College

  23. Proximity Features: Privacy-Compliant Cold-Start Personalization at Airbnb

    Jul 14, 2026Wei Jiang, Bin Xu, Hui Gao +6Cold-Start RecommendationPrivacy-Preserving ML

    Airbnb Inc. San Francisco, USA

  24. Signal-Guided Optimization for Machine Unlearning

    Jul 13, 2026Xujia Li, Dan Li, Jian Lou +1Privacy-Preserving MLMachine Unlearning

    University of Science and Technology of China · Sun Yat-sen University

  25. DiffUE: Enhancing Utility-Unlearnability Trade-off of Unlearnable Examples via Diffusion Autoencoders

    Jul 12, 2026Syed Irfan Ali Meerza, Oktay Ozturk, Amir Sadovnik +1Adversarial ExamplesPrivacy-Preserving ML

    University of Tennessee, Knoxville, TN, USA · Virginia Commonwealth University, Richmond, VA, USA · Oak Ridge National University, Knoxville, TN, USA +1

  26. Toward Production-Ready Federated Learning in Healthcare: Privacy, Orchestration, and Governance in MLOps

    Jul 11, 2026Sakshi Gorkhali, Jonesh ShresthaPrivacy-Preserving MLFederated Learning

    Jarvis College of Computing and Digital Media DePaul University Chicago Illinois United States

  27. Secure-by-Disguise: A Systematic Evaluation of Image Disguising for Confidential Medical Image Modeling

    Jul 9, 2026Jason Rojas, Jiajie He, Yash Patel +3Privacy-Preserving ML

    University of Maryland, Baltimore County, 1000 Hilltop Circle, Baltimore, 21250, MD, USA · Lawrence Technological University, 21000 West Ten Mile Road, Southfield, 48075, MI, USA · University of Wisconsin, Milwaukee, 3203 N. Downer Avenue, Milwaukee, 53211, WI, USA

  28. EdgeRefine: Privacy-Utility Balance for Graphs via Jaccard Sampling under Edge Differential Privacy

    Jul 9, 2026Wenxiu Ding, Muzhi Liu, Zheng Yan +3Graph Neural NetworksPrivacy-Preserving ML

    State Key Laboratory of Integrated Services Networks, School of Cyber Engineering, Xidian University, Xi’an, Shaanxi, China · School of Cyber Engineering, Xidian University, Xi’an, Shaanxi, China

  29. Federated Deep Learning for Privacy-Preserving Cardiovascular Disease Risk Prediction

    Jul 9, 2026Hyunho Mo, Djura Smits, Mahlet A. Birhanu +4Privacy-Preserving MLClinical Risk Prediction

    Department of Radiology & Nuclear Medicine, Erasmus MC University Medical Center Rotterdam, Dr. Molewaterplein 40, Rotterdam, 3015 GD, The Netherlands · 2Netherlands eScience Center, Matrix THREE, Science Park 402, Amsterdam, 1098 XH, The Netherlands · Department of Epidemiology, Erasmus MC University Medical Center Rotterdam, Dr. Molewaterplein 40, Rotterdam, 3015 GD, The Netherlands +2

  30. Swapping Faces, Saving Features: A Dual-Purpose Pipeline for Pedestrian Privacy in ITS

    Jul 9, 2026Roba H. Farouk, Catherine M. EliasAutonomous Driving DatasetsIntelligent Transportation Systems

    C-DRiVeS Lab: Cognitive Driving Research in Vehicular Systems, Cairo, Egypt · Computer Science and Engineering Department - Faculty of Media Engineering and Technology - German University in Cairo, Egypt