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. Machine Unlearning for Class Removal through SISA-based Deep Neural Network Architectures

    Apr 30, 2026Ishrak Hamim Mahi, Siam Ferdous, Md Sakib Sadman Badhon +4Privacy-Preserving MLMachine Unlearning

    Department of Computer Science and Engineering Brac University Dhaka, Bangladesh

  2. Privacy-Preserving Federated Learning via Differential Privacy and Homomorphic Encryption for Cardiovascular Disease Risk Modeling

    Apr 30, 2026Gaurang Sharma, Juha Pajula, Aada Illikainen +4Homomorphic EncryptionPrivacy-Preserving ML

    VTT Technical Research Centre of Finland Ltd, 33720, Tampere, Finland · VTT Technical Research Centre of Finland Ltd, 02150, Espoo, Finland · Solita Oy, 00100 Helsinki, Finland +1

  3. Quantamination: Dynamic Quantization Leaks Your Data Across the Batch

    Apr 29, 2026Hanna Foerster, Ilia Shumailov, Cheng Zhang +3Data LeakagePrivacy-Preserving ML

    University of Cambridge · 2AI Sequrity Company · 3Google DeepMind

  4. Privacy-Preserving Clothing Classification using Vision Transformer for Thermal Comfort Estimation

    Apr 29, 2026Tatsuya Chuman, Yousuke Udagawa, Hitoshi KiyaPrivacy-Preserving MLImage Classification

    NTT FACILITIES, INC. Tokyo, Japan · Tokyo Metropolitan University Tokyo, Japan

  5. Privacy-Preserving Federated Learning Framework for Distributed Chemical Process Optimization

    Apr 28, 2026Teetat Pipattaratonchai, Aueaphum AueawatthanaphisutPrivacy-Preserving MLFederated Learning

    Science Math Triamudom Suksa Bangkok, Thailand · School of Information, Computer, and Communication Technology Sirindhorn International Institute of Technology, Thammasat University Pathum Thani, Thailand

  6. Making AI-Assisted Grant Evaluation Auditable without Exposing the Model

    Apr 28, 2026Kemal BicakciLLM AuditingPrivacy-Preserving ML

    Informatics Institute, Istanbul Technical University, Istanbul, Türkiye · Securify Information Technology and Security Training Consulting Inc., Ankara, Türkiye

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

    Apr 26, 2026Zehua Cheng, Wei Dai, Jiahao SunMultimodal RAGPrivacy-Preserving ML

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

  8. Training Machine Learning Models on Encrypted Data: A Privacy-Preserving Framework using Homomorphic Encryption

    Apr 25, 2026Alexandre Marques, Beatriz Sá, Rui Botelho +1Homomorphic EncryptionPrivacy-Preserving ML

    ISEP, School of Engineering, Polytechnic of Porto, Porto, Portugal · GECAD, Research Group on Intelligent Engineering and Computing for Advanced Innovation and Development, Porto, Portugal

  9. Revisiting Geometric Obfuscation with Dual Convergent Lines for Privacy-Preserving Image Queries in Visual Localization

    Apr 24, 2026Jeonggon Kim, Heejoon Moon, Je Hyeong HongCamera Pose EstimationPrivacy-Preserving ML

    Dept. Electronic Engineering, Hanyang University · Dept. Artificial Intelligence, Hanyang University

  10. Differentially Private Model Merging

    Apr 22, 2026Qichuan Yin, Manzil Zaheer, Tian LiPrivacy-Preserving MLDifferential Privacy

    The University of Chicago · Google DeepMind

  11. Onyx: Cost-Efficient Disk-Oblivious ANN Search

    Apr 22, 2026Deevashwer Rathee, Jean-Luc Watson, Zirui Neil Zhao +2Privacy-Preserving MLApproximate Nearest Neighbor Search

    UC Berkeley, NVIDIA · NVIDIA · UT Austin, NVIDIA +1

  12. Federated Learning over Blockchain-Enabled Cloud Infrastructure

    Apr 21, 2026Saloni Garg, Amit Sagtani, Kamal Kant HiranPrivacy-Preserving MLFederated Learning

    Adobe Research San Jose, USA · San Francisco State University San Francisco, USA · Sir Padampat Singhania University Udaipur, India

  13. Sherpa.ai Privacy-Preserving Multi-Party Entity Alignment without Intersection Disclosure for Noisy Identifiers

    Apr 21, 2026Daniel M. Jimenez-Gutierrez, Dario Pighin, Enrique Zuazua +4Privacy-Preserving MLFederated Learning

  14. Federated Rule Ensemble Method in Medical Data

    Apr 20, 2026Ke Wan, Kensuke Tanioka, Toshio ShimokawaInterpretable MLPrivacy-Preserving ML

    Department of Medical Data Science Wakayama Medical University · Department of Biomedical Sciences and Informatics Doshisha University · Department of Biostatistics Wakayama Medical University

  15. Channel-Level Semantic Perturbations: Unlearnable Examples for Diverse Training Paradigms

    Apr 18, 2026Bo Wang, Jia Ni, Mengnan Zhao +2Adversarial ExamplesPrivacy-Preserving ML

    School of Information and Communication Engineering, Dalian University of Technology, Dalian 116024, China · School of Computer Science and Technology, Anhui University, Hefei 230601, China · School of Computer Science and Technology, Zhejiang University, Hangzhou 310058, China

  16. Towards Deep Encrypted Training: Low-Latency, Memory-Efficient, and High-Throughput Inference for Privacy-Preserving Neural Networks

    Apr 18, 2026Nges Brian Njungle, Eric Jahns, Michel A. KinsyEfficient Neural Network InferenceMemory-Efficient Inference

    STAM Center, Ira A. Fulton Schools of Engineering · Arizona State University, Tempe, AZ 85281, USA

  17. Privacy-Preserving LLMs Routing

    Apr 17, 2026Xidong Wu, Yukuan Zhang, Yuqiong Ji +3Secure Multi-Party ComputationPrivacy-Preserving ML

    Department of Electrical and Computer Engineering, University of Pittsburgh · Department of Computer Science, University of Central Florida · Department of Computer and Information Science, University of Pennsylvania +2

  18. SecureRouter: Encrypted Routing for Efficient Secure Inference

    Apr 16, 2026Yukuan Zhang, Mengxin Zheng, Qian LouEfficient Transformer InferenceSecure Multi-Party Computation

    University of Central Florida · Orlando, Florida, USA

  19. Privacy-Preserving Semantic Segmentation without Key Management

    Apr 16, 2026Mare Hirose, Shoko Imaizumi, Hitoshi KiyaPrivacy-Preserving MLSemantic Segmentation

    Chiba University · Tokyo Metropolitan University

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

    Apr 14, 2026Miit Daga, Swarna Priya RamuPrivacy AuditingPrivacy-Preserving ML

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

  21. Synthesizing real-world distributions from high-dimensional Gaussian Noise with Fully Connected Neural Network

    Apr 10, 2026Joanna KomorniczakSynthetic Tabular Data GenerationGenerative Modeling

    Department of Systems and Computer Networks, Wrocław University of Science and Technology

  22. mmFHE: mmWave Sensing with End-to-End Fully Homomorphic Encryption

    Mar 23, 2026Tanvir Ahmed, Yixuan Gao, Adnan Armouti +1mmWave Radar SensingRemote Sensing

    Cornell Tech

  23. Differential privacy representation geometry for medical image analysis

    Mar 1, 2026Soroosh Tayebi Arasteh, Marziyeh Mohammadi, Sven Nebelung +1Neural Representation GeometryHealthcare

    Lab for AI in Medicine, RWTH Aachen University, Aachen, Germany · Department of Diagnostic and Interventional Radiology, University Hospital RWTH Aachen, Aachen, Germany · INDA Institute, RWTH Aachen University, Aachen, Germany

  24. MAPLE: Metadata Augmented Private Language Evolution

    Feb 26, 2026Eli Chien, Yuzheng Hu, Ryan McKenna +3Privacy-Preserving Language ModelsSynthetic Data Generation

    National Taiwan University · University of Illinois Urbana-Champaign · Google Research +1

  25. PrivacyBench: Privacy Isn't Free in Hybrid Privacy-Preserving Vision Systems

    Feb 21, 2026Nnaemeka Obiefuna, Samuel Oyeneye, Similoluwa Odunaiya +2Privacy-Preserving MLDifferential Privacy

    1ML Collective · 2Friedrich-Alexander-Universität Erlangen-Nürnberg · 3Carnegie Mellon University

  26. Taipan: A Query-free Transfer-based Multiple Sensitive Attribute Inference Attack Solely from Auxiliary Graphs

    Feb 6, 2026Ying Song, Balaji PalanisamyPrivacy-Preserving ML

    University of Pittsburgh Pittsburgh, PA, USA

  27. 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 +1Model Inversion AttacksPrivacy-Preserving ML

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

  28. On the Inherent Privacy Amplification of Missing Data

    Feb 2, 2026Simon Roburin, Rafa{ë}l Pinot, Erwan ScornetPrivacy-Preserving MLDifferential Privacy

    LPSM · Sorbonne Université, Université Paris Cité, CNRS Laboratoire de Probabilités, Statistique et Modélisation (LPSM) F-75005 Paris, France

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

    Jan 30, 2026Georgi Ganev, Emiliano De CristofaroPrivacy AuditingSynthetic Tabular Data Generation

    UCL · SAS · UC Riverside

  30. FedVideoMAE: Efficient Federated Video Moderation with Differential Privacy and Secure Aggregation

    Dec 21, 2025Ziyuan Tao, Chuanzhi Xu, Sandaru Jayawardana +4Federated Learning AggregationVideo Content Moderation

    School of Computing, Macquarie University, Sydney, Australia · School of Computer Science, The University of Sydney, Sydney, Australia · School of Electrical and Computer Engineering, The University of Sydney, Sydney, Australia