Secure Aggregation

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8 papers in the last four weeks, up 167% on the four weeks before. 0.1% of all new papers.

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  1. Progressive-Resolution Secure Aggregation for Federated Learning

    Sep 30, 2026Seyed Mohammad Azimi-AbarghouyiSecure AggregationFederated Learning

    Department of Electrical Engineering, Chalmers University of Technology, Gothenburg, Sweden

  2. Cybersecurity in Edge Computing: A Trust-Aware Federated Hybrid Intrusion Detection Framework

    Sep 30, 2026Zawad Yalmie Sazid, Robert AbbasEdge DevicesIntrusion Detection

    Victoria University, Sydney, Australia

  3. Security-Enhanced Seed-Based Weight Quantization for Large Language Models

    Sep 29, 2026Qiuyu Ren, Sudipta Paria, Aritra Dasgupta +1Model WeightsSecure Aggregation

    Department of Electrical and Computer Engineering (ECE) University of Florida Gainesville, FL 32611, USA

  4. Codetta: High-Capacity, Keyless, and Undetectable Multi-Agent Collusion

    Sep 24, 2026Qi Pang, Virginia Smith, Wenting ZhengSteganographyCollusion

    Carnegie Mellon University

  5. Federated Learning of AnDE Classifiers

    Sep 23, 2026Pablo Torrijos, Juan C. Alfaro, José A. Gámez +1Federated LearningSecure Aggregation

    Departamento de Sistemas Informáticos. Universidad de Castilla-La Mancha, 02071 Albacete, Spain. · Instituto de Investigación en Informática de Albacete. Universidad de Castilla-La Mancha, 02071 Albacete, Spain.

  6. Matrix Aggregation Operators

    Sep 23, 2026Inmaculada Gutiérrez, Asier Urio-Larrea, J. Tinguaro Rodríguez +3MatrixSecure Aggregation

    Faculty of Statistical Studies, Complutense University of Madrid · Instituto Universitario de Estadística y Ciencia de Datos, Complutense University of Madrid · Department of Statistics, Computer Science and Mathematics, Universidad Pública de Navarra +4

  7. Distributed Physical Layer Authentication and Collaborative RSMA in Non-Terrestrial Networks via Graph Reinforcement Learning

    Sep 10, 2026Parsa Rajabi, Mohammad Mirzaee, Mohammad Reza Abedi +2Power AllocationSecure Aggregation

    Department of Electrical and Computer Engineering, Tarbiat Modares University, Tehran, 14115-111, Iran

  8. ZK-Trace: Certified Collusion Tracing with Zero-Knowledge Credentials for Federated GNSS Interference Monitoring

    Sep 8, 2026Redwanul Karim, Nisha L. Raichur, Lucas Heublein +3Global Navigation Satellite SystemZero-Knowledge Proofs

    Fraunhofer Institute for Integrated Circuits IIS, 90411 Nürnberg, Germany

  9. When Topology Betrays Privacy: Lattice-Based Reconstruction Attacks on Secure Aggregation in Decentralized Federated Learning

    Sep 8, 2026Wenrui Yu, Changlong Ji, Johannes Bjerva +1Secure AggregationFederated Learning

    Aalborg University Copenhagen, Denmark · Institut Polytechnique de Paris Paris, France

  10. PRIMUS: Identity, Governance, and Verification for Multi-Agent Federations

    Sep 7, 2026Sasank Annapureddy, Anjaneya Prasad ThamataniSecure AggregationGovernance

  11. Feasible but Not Safe: Constraint Violations and Report-Channel Attacks in Learned Cell-Free ISAC Association

    Sep 2, 2026Mehdi Zafari, Iman Mohammadi, A. Lee SwindlehurstIntegrated Sensing And CommunicationUncoupled Learning

    University of California Irvine · Irvine, CA, USA

  12. ECA-BLS: An Efficient Complex-Augmented Broad Learning System

    Aug 30, 2026A. Rahaman, A. Quadir, M. Sajid +2LearnabilitySecure Aggregation

    Department of Mathematics Indian Institute of Technology Indore Indore, India

  13. Analysis of Federated Aggregation under Model Poisoning and Backdoor Attacks: A Reconstructed Cross-Dataset and Cross-Architecture Benchmark

    Aug 11, 2026Soumya Mazumdar, Vineet Kumar Rakesh, Tapas SamantaSecure AggregationCross-Dataset Benchmark

    Department of Computer Science and Business Systems Gargi Memorial Institute of Technology Affiliated to Maulana Abul Kalam Azad University of Technology Balarampur, Mouza Beralia, Baruipur, Kolkata 700144, West Bengal, India · Computer and Informatics Group, Variable Energy Cyclotron Centre 1/AF, Bidhannagar, Kolkata 700064, West Bengal, India · Engineering Sciences, Homi Bhabha National Institute Anushaktinagar, Mumbai, Maharashtra 400094, India

  14. Online Security Learning in Cooperative Multi-Agent Systems under Hidden Byzantine Attacks

    Aug 6, 2026Ximing Sun, Yue WangByzantine AttacksModel-Based Multi-Agent Systems

    Department of Electrical and Computer Engineering University of Central Florida

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

    Jul 30, 2026Pouya Rajabi, Mohsen TooraniSecure AggregationFederated Learning

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

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

    Jul 27, 2026Paul Largillier, Karl Paygambar, Cédric Gouy-Pailler +3Secure AggregationPrivacy-Preserving Framework

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

  17. Information-Theoretically Secure Aggregation for Lightweight Federated Learning: Resilient to Dropouts and Adversaries

    Jul 23, 2026Hyeong-Gun Joo, Songnam Hong, Dong-Joon ShinSecure AggregationFederated Learning

    Department of Electronic Engineering, Hanyang University, Seoul, South Korea

  18. Byzantine Accountability Without Consensus: Strong Eventual Consistency for Non-Associative, Stochastic, Robust Aggregation

    Jul 11, 2026Ryan GillespieByzantine AttacksSecure Aggregation

    Independent researcher

  19. CILC: Cryptographically-secure Inter-agent Loop Closure Candidate Detection for Multi-Agent Collaborative SLAM

    Jul 7, 2026Andrew Fishberg, Yixuan Jia, Jonathan P. HowSimultaneous Localization And MappingSecure Aggregation

    Department of Aeronautics and Astronautics, Massachusetts Institute of Technology, Cambridge, MA 02139 USA.

  20. Efficient Decentralized Multi-task Dataset Valuation via Model Merging

    Jul 3, 2026Mohammadsajad Alipour, Mohammad Mohammadi AmiriMulti--Task LearningCross-Dataset Benchmark

    Department of Computer Science Rensselaer Polytechnic Institute Troy, NY 12180, USA

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

    Jun 17, 2026Ousmane Touat, César Sabater, Mohamed Maouche +1Secure AggregationDecentralized Learning

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

  22. Secure Aggregation with Top-K Sparsification in Decentralized Federated Learning

    Jun 9, 2026Hengxuan Tang, Jinbao Zhu, Xiaohu TangSecure AggregationFederated Learning

    Southwest Jiaotong University

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

    Jun 5, 2026Lanxin Yi, Jinbao Zhu, Kai Wan +1Secure AggregationFederated Learning

    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

  24. Echelon: Auditable Aggregate-Only Language-Model Adaptation Across Privacy Boundaries

    Jun 1, 2026Hina Dixit, Punit Kumar, Irene Tenison +1Secure AggregationPrivacy

    Decompute Inc., Cupertino

  25. LCGuard: Latent Communication Guard for Safe KV Sharing in Multi-Agent Systems

    May 21, 2026Sadia Asif, Mohammad Mohammadi Amiri, Momin Abbas +2Data LeakageSecure Aggregation

    Rensselaer Polytechnic Institute · IBM Research

  26. Resilient Byzantine Agreement with Predictions

    May 19, 2026Julien Dallot, Darya Melnyk, Tijana Milentijevic +2Byzantine AttacksResilience

    TU Berlin, Germany · TU Berlin and Weizenbaum Institute, Germany · HU Berlin, Germany

  27. DisAgg: Distributed Aggregators for Efficient Secure Aggregation in Federated Learning

    May 13, 2026Haaris Mehmood, Giorgos Tatsis, Dimitrios Alexopoulos +4Secure AggregationFederated Learning

    Samsung R&D Institute UK (SRUK) · Information Technologies Institute (CERTH-ITI)

  28. Scalable and Verifiable Federated Learning for Cross-Institution Financial Fraud Detection

    Apr 25, 2026Prajwal Panth, Nishant NigamSecure AggregationFederated Learning

    School of Computer Engineering, KIIT Deemed to be University, Bhubaneswar, India · School of Electronics Engineering, KIIT Deemed to be University, Bhubaneswar, India

  29. Efficient privacy loss accounting for subsampling and random allocation

    Feb 19, 2026Vitaly Feldman, Moshe ShenfeldStandard Differential-PrivacySubsampling

    Apple · The Hebrew University of Jerusalem · *Work partially done while author was an intern at Apple.

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

    Dec 21, 2025Ziyuan Tao, Chuanzhi Xu, Sandaru Jayawardana +4Secure AggregationLong Videos

    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