Adaptive Aggregation in Federated Learning

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18 papers5 papers in the last four weeks, against 1 the four weeks before. 0.0% of all new papers.

  1. Domain-Aware Hierarchical Federated Learning for UAV Swarms Across Heterogeneous Environments

    Nov 1, 2026Taha Mahmood, Mudassar Shakeel, Ahmed Naeem +3Hierarchical Federated LearningHeterogeneous Federated Learning

    School of Electrical Engineering and Computer Science, National University of Sciences and Technology, 44000, Islamabad, Pakistan. · College of Computing, University Mohammed VI Polytechnic, Benguerir 43150, Morocco

  2. Information-Theoretic Secure Aggregation With Heterogeneous Client Quantization

    Oct 26, 2026Shreya Meel, Sennur Ulukus, Itzhak TamoAdaptive Aggregation in Federated LearningPrivacy-Preserving Federated Learning

    Department of Electrical and Computer Engineering, University of Maryland, College Park, MD, USA · Department of Electrical Engineering, Tel Aviv University, Tel Aviv, Israel

  3. Discount Yourself: Self-inclusive Freshness-weighted Gossip for Decentralised Learning under Client Outages

    Oct 20, 2026Qiyuan Wang, Ke Xiao, Christos AnagnostopoulosFederated Learning AggregationDecentralized Learning

    University of Glasgow

  4. PVBRF-ID: Private, Verifiable and Byzantine-Robust Federated Intrusion Detection for Oilfield Enterprise Networks

    Oct 8, 2026Mustafa S. Aljumaily, Ali Ataeemh Allami, Mustafa N. Mnati +2Adaptive Aggregation in Federated LearningPrivacy-Preserving Federated Learning

    Daw Alfada Company, Amarah, Maysan, Iraq · University of Misan, Amarah, Maysan, Iraq · University of Southern Queensland, Toowoomba, QLD, Australia

  5. Efficient Secure Federated Learning via Information-Theoretically Secure Key Distribution: A Medical Imaging Case Study

    Oct 5, 2026Ivan Donà, Hans H. Brunner, Álvaro Troyano Olivas +3Federated Learning AggregationAdaptive Aggregation in Federated Learning

    University of Trento Trento, Italy · Huawei Technologies Duesseldorf Munich, Germany · Universidad Politécnica de Madrid Madrid, Spain

  6. Asking the Crowd the Right Question: Bias-Cancelling Weights for Federated Learning

    Oct 3, 2026Ilya Kuruzov, Dmitrii Vishovan, Kirill Novoselov +3Federated LearningFederated Learning Aggregation

    Innopolis University · Moscow Independent Research Institute of Artificial Intelligence · Lomonosov Moscow State University +3

  7. Cooperative Multi-Agent Reinforcement Learning for Adaptive Aggregation in Semi-Supervised Federated Learning with non-IID Data

    Aug 26, 2026Rene Glitza, Luca Becker, Rainer MartinAdaptive Aggregation in Federated LearningFederated Learning

    Institute of Communication Acoustics, Ruhr-Universität Bochum, Bochum, Germany

  8. Keyed Provenance Watermarking with Complementary Lattice-Based Secure Aggregation for Federated Learning

    Aug 20, 2026Xinyun Liu, Zhi Lu, Yu Chen +1Adaptive Aggregation in Federated LearningFederated Learning

    Department of Applied Computing, Michigan Technological University, Houghton, MI 49931, USA · School of Computing, National University of Singapore, Singapore, 119077, Singapore · Department of Electrical and Computer Engineering, Binghamton University, Binghamton, NY 13902, USA

  9. Beyond Parameter Space: NTK-Guided Personalized Aggregation for Robust Federated Learning

    Aug 12, 2026Mirko Konstantin, Stefan Zachow, Anirban MukhopadhyayFederated Learning AggregationDecentralized Learning

    Zuse Institute Berlin (ZIB) Takustraße 7 14195 Berlin, Germany · Technical University of Darmstadt Karolinenplatz 5 64289 Darmstadt, Germany

  10. FGRPO: Federated GRPO with Adaptive Aggregation on Non-IID Data

    Jun 2, 2026Pengyu Chen, Shaowei Li, Kai Wang +4Federated Learning AggregationFederated RL

    School of Computer Science and Technology, Shandong University, Qingdao China · School of Mathematical Science, Peking University, China · School of Computer Science and Artificial Intelligence, Shanghai University of Finance and Economics, Shanghai, China +1

  11. Fairness-Aware Federated Learning with Trajectory Shapley Value

    May 28, 2026Daniel Kuznetsov, Ziqi WangFederated Learning AggregationAdaptive Aggregation in Federated Learning

    Faculty of Mathematics, Ecole Normale Supérieure Paris-Saclay, 4 Av. des Sciences, 91190 Gif-sur-Yvette, France. · Chair for Dynamics, Control, Machine Learning and Numerics – Alexander von Humboldt Professorship, Department of Mathematics, Friedrich-Alexander-Universität Erlangen-Nürnberg, Cauerstrasse 11, 91058 Erlangen, Germany.

  12. Separate Aggregation of Split Network for Personalized Federated Learning

    May 26, 2026Yunseok Kang, Jaeyoung SongFederated Learning AggregationSplit Federated Learning

    Department of Electronics Engineering, Pusan National University, Republic of Korea

  13. FIRMA: FIbonacci Ring Model Aggregation for Privacy-preserving Federated Learning

    May 21, 2026Rachid HedjamNon-IID Federated LearningDecentralized Optimization

    Department of Computer Science Bishop’s University Sherbrooke, Qc, Canada

  14. FedOUI: OUI-Guided Client Weighting for Federated Aggregation

    May 12, 2026Alberto Fernández-Hernández, Jose I. Mestre, Cristian Pérez-Corral +3Federated Learning AggregationNon-IID Federated Learning

    Universitat Politècnica de València, Valencia, Spain · Universitat Jaume I, Castelló de la Plana, Spain · Openchip & Software Technologies S.L., Spain

  15. Federated Learning with Hypergradient-based Online Update of Aggregation Weights

    May 1, 2026Ayano Nakai-Kasai, Tadashi WadayamaFederated Learning AggregationHypergradient Optimization

    Nagoya Institute of Technology, Gokiso-cho, Showa-ku, Nagoya, Aichi 466-8555, Japan

  16. Automating aggregation strategy selection in federated learning

    Apr 9, 2026Dian S. Y. Pang, Endrias Y. Ergetu, Eric Topham +1Federated Learning AggregationAdaptive Aggregation in Federated Learning

    Department of Computing, Imperial College London, UK · OctaiPipe, London, UK

  17. Scalable and Private Federated Learning Using Distributed Differential Privacy and Secure Aggregation

    Apr 8, 2026Wenjing Wei, Farid Nait-Abdesselam, Alla JammineAdaptive Aggregation in Federated LearningPrivacy-Preserving Federated Learning

    Université Paris Cité, Paris, France

  18. FedIA: Importance-Aware Aggregation for Domain-Robust Federated Graph Learning

    Sep 17, 2025Zhanting Zhou, Zeyu Ma, Ziqiang Zheng +1Federated Learning AggregationDomain Generalization

    University of Electronic Science and Technology of China, No. 2006, Xiyuan Ave, West Hi-Tech Zone, Chengdu, Sichuan 611731, China