Federated Learning Aggregation

Ask about this topic

Momentum

26 papers in the last four weeks, up 117% on the four weeks before. 0.3% of all new papers.

Jul 13Week of Sep 28
View on map

Latest papers 167

All topics
CardsList

  1. Federated Learning by Utility-Constrained Stochastic Aggregation for Improving Rational Participation

    May 18, 2026M Yashwanth, Arunabh Singh, Ashok Nayak +2Federated Learning AggregationFederated Learning

    Indian Institute of Science, Bangalore · Indian Institute of Technology Bombay · IIIT Hyderabad

  2. BESplit: Bias-Compensated Split Federated Learning with Evidential Aggregation

    May 17, 2026Yuhan Xie, Chen Lyu, Jingrong HuangFederated Learning AggregationSplit Federated Learning

    Shanghai University of Finance and Economics, China · MoE Key Laboratory of Interdisciplinary Research of Computation and Economics, China.

  3. Practical Validity Conditions for Byzantine-Tolerant Federated Learning

    May 15, 2026Mélanie Cambus, Darya Melnyk, Tijana Milentijević +1Federated Learning AggregationByzantine-Robust Federated Learning

    Aalto University, Finland · Technical University Berlin

  4. Byzantine-Resilient Federated Learning via QUBO-Based Client Selection on Quantum Annealers

    May 14, 2026Andras Ferenczi, Sutapa Samanta, Dagen Wang +1Federated Learning AggregationByzantine-Robust Federated Learning

    American Express Co · American Express Co. · Columbia University

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

    May 13, 2026Haaris Mehmood, Giorgos Tatsis, Dimitrios Alexopoulos +4Federated Learning AggregationCommunication-Efficient Distributed Training

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

  6. Fed-BAC: Federated Bandit-Guided Additive Clustering in Hierarchical Federated Learning

    May 12, 2026Satwat Bashir, Tasos Dagiuklas, Muddesar IqbalHierarchical Federated LearningFederated Learning Aggregation

    Computer Science and Informatics · London South Bank University · London, UK +1

  7. 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

  8. A Comparative Study of Federated Learning Aggregation Strategies under Homogeneous and Heterogeneous Data Distributions

    May 10, 2026Antonios Makris, Christos Dousis, Emmanouil Kritharakis +2Federated Learning AggregationNon-IID Federated Learning

    School of Electrical and Computer Engineering, National Technical University of Athens, Greece · Department of Informatics and Telematics, Harokopio University of Athens, Greece

  9. Evaluating Federated Learning approaches for mammography under breast density heterogeneity

    May 9, 2026Gonzalo Iñaki Quintana, Franco Martin Di Maria, Laurence VancambergFederated Learning AggregationMedical Image Analysis

    GE HealthCare, 283 Rue de la Mini`ere, 78530 Buc, France · ENS Paris-Saclay, 4 Av. des Sciences, 91190 Gif-sur-Yvette, France · IMT Atlantique, 655 Av. du Technopˆole, 29280 Plouzan´e, France +1

  10. FLAM: Evaluating Model Performance with Aggregatable Measures in Federated Learning

    May 8, 2026Fabian Stricker, Jose A. Peregrina, David Bermbach +1Federated Learning AggregationFederated Learning

    Institute of Data-Centric Software Systems (IDSS), Hochschule Karlsruhe, Karlsruhe, Germany · Scalable Software Systems Research Group, TU Berlin, Berlin, Germany

  11. UMEDA: Unified Multi-modal Efficient Data Fusion for Privacy-Preserving Graph Federated Learning via Spectral-Gated Attention and Diffusion-Based Operator Alignment

    May 8, 2026Shih-Yu Lai, Hirozumi Yamaguchi, Shang-Tse Chen +2Multimodal Federated LearningFederated Learning Aggregation

    National Taiwan University · RIKEN-CCS · The University of Osaka +1

  12. Resource-Element Energy Difference for Noncoherent Over-the-Air Federated Learning

    May 8, 2026Hao Chen, Zavareh BozorgaslFederated Learning AggregationWireless Communications

    Signal, Communication, and Learning Lab (SCALE Lab), Department of Electrical and Computer Engineering, Boise State University, Boise, ID 83712 USA

  13. Beyond Factor Aggregation: Gauge-Aware Low-Rank Server Representations for Federated LoRA

    May 7, 2026Jinqian Chen, Chang Liu, Jihua ZhuFederated Learning AggregationLow-Rank Adaptation

    School of Software Engineering Xi’an Jiaotong University Xi’an, China 710000

  14. Adaptive Selection of LoRA Components in Privacy-Preserving Federated Learning

    May 7, 2026Myoungjun Kim, Sangwoo Park, Yoseob Han +1Federated Learning AggregationLow-Rank Adaptation

    Myongji University · King’s College London · Soongsil University

  15. Trustworthy Federated Label Distribution Learning under Annotation Quality Disparity

    May 6, 2026Junxiang Wu, Zhiqiang Kou, Hongwei Zeng +7Federated Learning AggregationLabel Distribution Learning

    School of Computer Science and Engineering, Southeast University, Nanjing, China · Key Laboratory of New Generation Artificial Intelligence Technology and Its Interdisciplinary Applications (Southeast University), Ministry of Education, China · University of the Chinese Academy of Sciences, China +3

  16. Personalized Federated Learning for Gradient Alignment

    May 4, 2026Dongwon Kim, Gyuejeong LeeFederated Learning AggregationNon-IID Federated Learning

    SAKAK Inc., Korea · Div. of Artificial Intelligence and Data Science, Korea Cyber University, Korea

  17. FedQueue: Queue-Aware Federated Learning for Cross-Facility HPC Training

    May 4, 2026Yijiang Li, Emon Dey, Zilinghan Li +3Federated Learning AggregationHigh-Performance Computing

    Mathematics and Computer Science Division, Argonne National Laboratory, Lemont, IL, USA · Data Science and Learning Division, Argonne National Laboratory, Lemont, IL, USA

  18. FedKPer: Tackling Generalization and Personalization in Medical Federated Learning via Knowledge Personalization

    May 1, 2026Zoe Fowler, Ghassan AlRegibFederated Learning AggregationCross-Domain Generalization

    Georgia Institute of Technology

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

    May 1, 2026Ayano Nakai-Kasai, Tadashi WadayamaFederated Learning AggregationNon-IID Federated Learning

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

  20. AdaBFL: Multi-Layer Defensive Adaptive Aggregation for Bzantine-Robust Federated Learning

    Apr 30, 2026Zehui Tang, Yuchen Liu, Feihu HuangFederated Learning AggregationByzantine-Robust Federated Learning

    College of Computer Science and Technology, Nanjing University of Aeronautics and Astronautics, Nanjing, China · MIIT Key Laboratory of Pattern Analysis and Machine Intelligence, Nanjing, China.

  21. Who Trains Matters: Federated Learning under Enrollment and Participation Selection Biases

    Apr 29, 2026Gota MorishitaInverse Probability WeightingFederated Learning Aggregation

    Centre for Brain, Mind and Markets University of Melbourne Parkville, Victoria, Australia

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

    Apr 25, 2026Prajwal Panth, Nishant NigamFederated Learning AggregationCommunication-Efficient Distributed Training

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

  23. Data-Free Contribution Estimation in Federated Learning using Gradient von Neumann Entropy

    Apr 24, 2026Asim Ukaye, Mubarak Abdu-Aguye, Nurbek Tastan +1Federated Learning AggregationFederated Learning

    MBZUAI, UAE · Michigan State University, USA

  24. FedSPDnet: Geometry-Aware Federated Deep Learning with SPDnet

    Apr 24, 2026Thibault Pautrel, Florent Bouchard, Ammar Mian +1Federated Learning AggregationFederated Learning

    CentraleSup´elec, L2S, France · Universit´e Savoie Mont-Blanc, LISTIC, France

  25. Shard the Gradient, Scale the Model: Serverless Federated Aggregation via Gradient Partitioning

    Apr 23, 2026Amine BarrakFederated Learning AggregationCloud Computing

    Department of Computer Science and Engineering, Oakland University, Rochester, MI 48309, USA

  26. Differentially Private Clustered Federated Learning with Privacy-Preserving Initialization and Normality-Driven Aggregation

    Apr 22, 2026Jie Xu, Haaris Mehmood, Rogier Van Dalen +2Federated Learning AggregationNon-IID Federated Learning

    Samsung R&D Institute UK (SRUK) · Samsung AI Centre Cambridge

  27. FedIDM: Achieving Fast and Stable Convergence in Byzantine Federated Learning through Iterative Distribution Matching

    Apr 16, 2026He Yang, Dongyi Lv, Wei Xi +3Federated Learning AggregationByzantine-Robust Federated Learning

  28. Federated Mixture-of-Experts Alignment on Mobile Edge Networks under Data Heterogeneity

    Mar 22, 2026Zihan Fang, Qianru Wang, Haonan An +4Mixture-of-Experts Language ModelsFederated Learning Aggregation

    Hong Kong JC STEM Lab of Smart City and Department of Computer Science, City University of Hong Kong, Kowloon, Hong Kong SAR, China · School of Computer Science and Technology, Xidian University, Xi’an, China · Department of Electrical and Computer Engineering, The University of Hong Kong, Pok Fu Lam, Hong Kong, China +1

  29. Communication-Efficient Byzantine-Robust Federated Conformal Prediction via Partial Sharing

    Feb 20, 2026Ehsan Lari, Reza Arablouei, Stefan WernerFederated Learning AggregationByzantine-Robust Federated Learning

    Department of Electronic Systems, Norwegian University of Science and Technology, 7491 Trondheim, Norway · Commonwealth Scientific and Industrial Research Organisation, Pullenvale, QLD 4069, Australia · Department of Information and Communications Engineering, Aalto University, 00076, Finland

  30. pFedNavi: Structure-Aware Personalized Federated Vision-Language Navigation for Embodied AI

    Feb 16, 2026Qingqian Yang, Hao Wang, Sai Qian Zhang +6Federated Learning AggregationNon-IID Federated Learning

    Stevens Institute of Technology · Hoboken, NJ, USA · New York University +9