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26 papers in the last four weeks, up 13% on the four weeks before. 0.3% of all new papers.

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  1. PrivCert: Certifying Statement Support under Differential Privacy

    Sep 30, 2026Tsubasa Takahashi, Takumi HiraokaPrivacyCertification

    Acompany Co., Ltd.

  2. SparLeak: Privacy Leakage from Sparse Attention in LLM Inference on Shared GPUs

    Sep 30, 2026Fahao Chen, Linkang Du, Jinhao Zhou +2Dynamic Sparse AttentionLLM Inference Optimization

    Shandong University China · Xi’an Jiaotong University China · Waseda University Japan

  3. PrivMeSA: Privacy-Aware Self-Evolving Multi-Agent System for Medicine via Local-Remote LLM Collaboration

    Sep 29, 2026Dannong Wang, Yuran Zhang, Bian Sun +4PrivacyPrivileged Context

    Institute of Artificial Intelligence, University of Central Florida · Department of Computer Science and Operations Research, Universit´e de Montr´eal · Department of Medicine, University of Central Florida

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

    Sep 29, 2026Guillaume Salha-Galvan, Jiaying XuPrivacyPersonalization

    SJTU Paris Elite Institute of Technology · Kibo Ryoku Research

  5. Quantization Enables Private Dense Retrieval against Malicious Service Providers

    Sep 28, 2026Louis Tremblay Thibault, Sofiane Azogagh, Marc-Olivier Killijian +1Retrieval LayerPrivacy

    École de technologie supérieure and Mila · Eurecom · Université du Québec à Montréal

  6. PrivacySkills: How Privacy Guidance Shapes Source Selection in LLM Agents

    Sep 28, 2026Lucas Biechy, Cédric Eichler, Héber H. Arcolezi +1PrivacyLarge Language Model Agents

    Petscraft, Inria · Université Paris-Saclay · INSA CVL +3

  7. EP-Mem: Elastic Privacy Memory for Social Relationship-Aware LLM Agents

    Sep 28, 2026Fengzhou Sun, Yuan Zhang, Xintong Yu +1PrivacyFrontier Large Language Model Agents

    State Key Laboratory of Media Convergence and Communication, Communication University of China, Beijing, China

  8. CoSec: Benchmarking Agent Security in Communities

    Sep 28, 2026Hao Chen, Wenhui Dong, Ye Chen +12AuthorizationSecurity

    Nanjing University · Xi’an Jiaotong University · Beihang University +6

  9. When Privacy Moves ML-Mediated Decisions On Device: Information and Incentive Misalignment in Auctions

    Sep 27, 2026Dipankar SarkarBiddingIncentives

    Skelf Research

  10. Decoupled Learning and Selection in Slate Recommendation for Privacy and Stability Under Noisy Scores

    Sep 24, 2026Sam Urmian, Qinyi Liu, Mohammad KhalilPrivacyLearning-Augmented Algorithms

    University of Bergen Centre for the Science of Learning & Technology (SLATE) · City University of Macau School of Education

  11. Privacy-Preserving Semantic Segmentation from High-Resolution Depth and Ultra-Low-Resolution RGB

    Sep 23, 2026Xuying Huang, Swithinraj Moses Daniel, Sicong Pan +2Rgb-Depth Cameras3D Perception

    Fraunhofer Institute for Intelligent Analysis and Information Systems

  12. On the security and privacy of LLMs in Mobility

    Sep 22, 2026Mauro Conti, Lorenzo Perinello, Umberto SalviatiIntelligent TransportationMobility

    University of Padova Italy · Fondazione Bruno Kessler Italy

  13. MIRAGE: Full-Body Bystander Privacy for Smart Glasses with Consent-Based Restoration

    Sep 21, 2026Muhammad Umair, Muhammad Danial Maqbool, Fatima Arshad Cheema +4Re-IdentificationBiometrics

    Lahore University of Management Sciences (LUMS) Pakistan · Munster Technological University Ireland

  14. Empirical Auditing of Edge-Private Graph Generators

    Sep 21, 2026Anum Fatima, Stratis Limnios, James Adams +4PrivacyGenerators

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

  15. Feature Suppression and Differential Privacy for Residential Traffic Classification: A Two-Home Federated Study

    Sep 20, 2026Márton Pál Lipcsey-Magyar, Adrian PekarFederated LearningPrivacy

    Budapest University of Technology and Economics, Hungary · CUJO LLC Hungary

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

    Sep 16, 2026Guosen Wu, Huizhen Huang, Guoxiong Long +2PrivacyAgentic Evaluations

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

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

    Sep 16, 2026Seungmin Seo, Oleg Aulov, P. Jonathon Phillips +2De-IdentificationSpeaker

    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

  18. LLM-Based Schema-Aware Split Learning for Privacy-Preserving Mental Distress Prediction Across Heterogeneous Surveys

    Sep 14, 2026Md Khalid Syfullah, Alvi Ataur KhalilPrivacyFederated Learning

    Transformative Innovation for Trustworthy AI and Network Security (TITANS) Lab, Computer Science, Southern Illinois University Carbondale, USA

  19. Don't Send What You Don't Need: Question-Guided Token Pruning as a Privacy Defense for Vision-Language Models

    Sep 14, 2026Md Khalid Syfullah, Alvi Ataur KhalilVisual Token PruningPrivacy

    Transformative Innovation for Trustworthy AI and Network Security (TITANS) Lab, Computer Science, Southern Illinois University Carbondale, USA

  20. RAG-CT: Mitigating Privacy Risks on Retrieval-Augmented Generation Systems via Scanning Prompt Distribution

    Sep 14, 2026Xingyu Lyu, Jiayimei Wang, Jianfeng He +3PrivacyLLM Defense Mechanisms

    University of Massachusetts Lowell, Lowell, MA 01854, USA · City University of Hong Kong, Kowloon, Hong Kong SAR, 999077, China · Virginia Tech, Blacksburg, VA 24061, USA +2

  21. USPLIT-VQA: U-Shaped Split Learning for Visual Question Answering with Contribution-Aware Weighted Aggregation

    Sep 14, 2026Md Khalid Syfullah, Alvi Ataur KhalilTextvqaFederated Learning

    Transformative Innovation for Trustworthy AI and Network Security (TITANS) Lab, Computer Science, Southern Illinois University Carbondale, USA

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

    Sep 14, 2026Ahmed Sohair Khan, Estrid He, Chenglong Ma +2Membership Inference AttacksProfiling

    RMIT University, Melbourne, Australia

  23. Privacy Preserving Gossip Learning

    Sep 13, 2026Erkan Bayram, Mohamed-Ali Belabbas, Tamer BaşarGossipDecentralized Learning

    University of Illinois Urbana Champaign, IL, USA

  24. Predicting Privacy Leakage from Weight Spectral Density

    Sep 10, 2026Richard J. Preen, Jim SmithMembership Inference AttacksPrivacy

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

  25. Maverick: Private and Verifiable LLM Inference Made Practical via Matrix-Vector Multiplication Delegation

    Sep 9, 2026Ben Merbaum, Mohammad Amin Raeisi, Wenhao Wang +3LLM Inference OptimizationMatrix Multiplication

    Yale University, IC3

  26. Privacy Leakage from a Thousand Words: Millipixel Location Recovery from Dot Maps

    Sep 7, 2026Yuntao Du, Tanishq Pauskar, Hao Wang +2Lane-Level Map GenerationPrivacy

    Purdue University West Lafayette, Indiana, USA · Indiana University School of Medicine Indianapolis, Indiana, USA

  27. Characterizing Privacy Risks of Quantum Machine Learning with Emergent Quantum-Native Access

    Sep 4, 2026Liou Tang, James Joshi, Ashish KunduQuantum Machine LearningPrivacy

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

  28. OSR: Output Space Redistribution for Adaptive Label Removal in Classification Models

    Sep 3, 2026Minyi Peng, Darian Gunamardi, Ivan Tjuawinata +2Label PropagationClassifier

    Nanyang Technological University, 50 Nanyang Ave, Singapore, 639798

  29. Privacy, Robustness, and Fairness Trade-offs in Federated Intrusion Detection: Geometric Indistinguishability at the Aggregation Interface

    Sep 3, 2026Adrita Rahman Tory, ABM Shawkat Ali, Md Abu Layek +1Federated LearningIntrusion Detection

    Bangladesh University of Business and Technology (BUBT), Mirpur-2, Dhaka-1216, Bangladesh · Jagannath University, Dhaka, Bangladesh · University of New South Wales (UNSW), ACT 2601, Australia

  30. Seeing Less Is Not Seeing Safely: Privacy Leakage from Task-Scoped Robot Perception Exports

    Sep 2, 2026Yuqiao Xu, Erman AydayRobotic PerceptionPerception Pipeline

    Department of Computer and Data Sciences Case Western Reserve University Cleveland, OH, USA

  31. Privacy Leakage in Federated Learning: Gradient-Based Client Identity Inference and Defenses for Inertial Sensing in Vehicular Edge Networks

    Sep 2, 2026Ali Akarma, Toqeer Ali Syed, Muhammad Khan +2Federated LearningPrivacy

    Islamic University of Madinah, Madinah, Saudi Arabia · King Fahd University of Petroleum and Minerals, Dhahran, Saudi Arabia · AI Center, Faculty of Computer and Information Systems Islamic University of Madinah, Madinah 42351, Saudi Arabia +2

  32. Privacy Washing: Detecting Internal Contradictions in Privacy Policies

    Sep 2, 2026Thomas BrackinPrivacyContradiction

    Varitas (varitas.io) Seattle, WA, USA

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

    Sep 1, 2026Jiachen Zhao, Antonia Januszewicz, Taeho JungPrivacySynthetic Data

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

  34. NeuroPriv: Adversarial Representation Learning for Privacy in Wearable EEG Systems

    Aug 31, 2026Sarmistha Sarna Gomasta, Bhawana Chhaglani, Prashant ShenoyElectroencephalographyPrivacy

    University of Massachusetts Amherst · United States

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

    Aug 31, 2026Rahul Vimalkanth, Kaushik MitraPrivacyBiometrics

    Indian Institute of Technology Madras, Chennai, India

  36. Balancing Privacy, Utility, and Safety in LLM Alignment through Preference Optimization

    Aug 31, 2026Dishu Yang, Jingjing Liu, Jize LiPrivacyLarge Language Model Alignment

    Khoury College of Computer Sciences Northeastern University San Jose, USA · Department of Electrical Engineering and Computer Sciences University of California, Berkeley Berkeley, USA · Department of Economics Boston University Boston, USA

  37. Performative Privacy: When Differential Privacy Maximizes Utility

    Aug 28, 2026Uddalak Mukherjee, Edwige Cyffers, Yann ChevaleyreStandard Differential-PrivacyPrivacy-Preserving Machine Learning

    Dauphine PSL · CNRS Dauphine PSL

  38. Beyond Visual Evidence: Revealing and Mitigating Relational Privacy Leakage in Document MLLMs

    Aug 13, 2026Beining Xu, Hairui Wang, Jiaxin Wang +2PrivacyMultimodal Large Language Models

  39. SoK: From Generation to Consumption of Privacy Documents in Software Systems

    Aug 12, 2026Shidong Pan, Clark LaChance, Zhen Tao +1PrivacyDocumentation

    New York University, USA · University of Maine, USA · Technical University of Munich, Germany

  40. Rethinking Agent Security as a Networking Problem

    Aug 12, 2026Van Tran, Taveesh Sharma, Tajveer Singh Dhesi +1SecurityPrivacy

    University of Chicago Chicago, United States

  41. LEMUR: Latent Entropy-aware Multimodal Unlearning via Visual-anchored Reasoning Redirection

    Aug 12, 2026Xinhao Zhong, Yuxia Qiao, Junhao Li +3Efficient Latent ReasoningUnlearning Method

    3Pengcheng Laboratory · 1Harbin Institute of Technology, Shenzhen · 2Tsinghua University

  42. Information Bottleneck under Perfect Privacy

    Aug 11, 2026Junle Zhong, Mohamad Assaad, Sreejith SreekumarInformation BottleneckMinimax Rate

    Laboratoire des Signaux et Syst`emes (L2S), CNRS, CentraleSup´elec, Universit´e Paris-Saclay, 91190 Gif-sur-Yvette, France

  43. Exploration-Driven Personalized Federated Reinforcement Learning via Intrinsic Motivation

    Aug 11, 2026Md Rafid Islam, Rafsan Jany, Zahid Hasan +1Federated LearningPrivacy

    Department of Electrical and Computer Engineering North South University Dhaka, Bangladesh · Digital Health Research Division Korea Institute of Oriental Medicine Daejeon, South Korea · Department of Electrical and Computer Engineering The University of Alabama in Huntsville Huntsville, AL, USA

  44. MaxModShift: Model Privacy via Designed Shifts

    Aug 10, 2026Nomaan A. Kherani, Urbashi MitraFederated LearningFisher Information Matrix

    University of Southern California

  45. Software Engineering for and with GUI Agent

    Aug 10, 2026Shengcheng Yu, Yuchen Ling, Junyang Xing +3Graphical User Interface AgentsSoftware Engineering

    State Key Laboratory for Novel Software Technology, Nanjing University, China · Technical University of Munich, Germany

  46. CIDER: A Dataset of Contextual Disclosure Boundaries for Privacy Preference Alignment

    Aug 10, 2026Bingcan Guo, Eryue Xu, Jijie Zhou +2PrivacyDisclosures

    University of Washington · UIUC · Northeastern University

  47. 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

  48. Security and Privacy Taxonomy Generation from Mobile App Reviews

    Aug 10, 2026Moghis Fereidouni, Vinaik Chhetri, Umar Farooq +1TaxonomyPrivacy

    University of Kentucky · Louisiana State University

  49. Mind the Hook: Source-Level Auditing of Privacy Defenses in Retrieval-Augmented Generation

    Aug 10, 2026Yanhang Li, Zhichao Fan, Zexin ZhuangModel AuditingLLM Defense Mechanisms

    Northeastern University · University of Illinois Urbana-Champaign · Southern Methodist University

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

    Aug 7, 2026Sana Tonekaboni, Lena Stempfle, Sasha Ronaghi +4Medical World ModelPrivacy

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

  51. FedTransKD-IDS: Robust Federated Transfer Learning with Knowledge Distillation for Intrusion Detection in IoT

    Aug 6, 2026Mohammad Hosssein Gholamrezazadeh, Ahmadreza MontazerolghaemAhmadreza MontazerolghaemFederated LearningInternet Of Thing

    Faculty of Computer Engineering University of Isfahan Isfahan, Iran

  52. ABC: Numerical Data Collection under Local Differential Privacy without Prior Knowledge

    Aug 6, 2026Incheol Baek, Hyungbin Kim, Yon Dohn ChungGradient ClippingPrivacy

    Computer Science and Engineering Korea University Seoul, Republic of Korea

  53. Robust and Efficient Motion Reasoning for Privacy-Aware Classroom Incident Recognition

    Aug 5, 2026Paritosh Parmar, Landy Lan, Hong Yang +2Open-Vocabulary Action RecognitionFast Inference

    Institute of High Performance Computing, Agency for Science, Technology and Research, Singapore

  54. When Agents Learn to Be You: Benchmarking Privacy Leakage, Impersonation Risk, and Defenses in Persona Skills

    Aug 4, 2026Yongli Xiang, Zhifang Zhang, Bojun Yang +4Persona ConsistencyPrivacy

    1Sydney AI Centre, The University of Sydney · University of Queensland · 3Southeast University +1

  55. Secrets Everywhere: Auditing Memorization in Mobility Prediction Models

    Aug 3, 2026Anne Josiane Kouam, Hristo Boyadzhiev, Konrad RieckMobilityPrivacy

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

  56. RH-RAG: Trustworthy Long-Form Generation for Privacy-Constrained Settings

    Aug 2, 2026Raj Shekhar SinghAgentic Retrieval-Augmented Generation SystemsLong-Form Generation

    Indian Institute of Technology, Roorkee Roorkee, Uttarakhand, India

  57. Lethe: How Hard Is It to Forget? A Benchmark for Federated Unlearning in Medical Imaging

    Aug 2, 2026Shengchao Chen, Ting ShuMedical ImagingForgetting

    University of Technology Sydney · Shenzhen University

  58. Similarity Weighted Aggregation with Global Differential Privacy for Federated Brain Lesion Segmentation

    Aug 1, 2026Muhammad Irfan Khan, Eero Lehtonen, Joni Obradovic +4Federated LearningBrain Tumor Segmentation

    Turku University of Applied Sciences, Turku 20520, Finland

  59. Shared Organizational Memory for Enterprise Coding Agents: System Design and Deployment Snapshot

    Jul 31, 2026Harsh Rao Dhanyamraju, Leonidas RaghavReusable KnowledgePrivacy

    SAP SE

  60. Have I Seen You? Embedding Behavior Signals Synthetic Face Dataset Membership

    Jul 31, 2026Paweł Borsukiewicz, Daniele Lunghi, Wendkûuni C. Ouédraogo +2Membership Inference AttacksSynthetic Data

    University of Luxembourg, Luxembourg