Federated Learning Aggregation

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

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  1. Federated Learning for Feature Generalization with Convex Constraints

    Jun 12, 2026Dongwon Kim, Donghee Kim, Sung Kuk Shyn +1Federated Learning AggregationFederated Learning

    Department of Computer Science and Engineering, University of Sungkyunkwan, Suwon, Korea · Kim Jaechul Graduate School of AI, Korea Advanced Institute of Science and Technology (KAIST), Daejeon, Korea

  2. Towards Personalized Federated Learning for Dysarthric Speech Recognition

    Jun 11, 2026Tao Zhong, Mengzhe Geng, Jiajun Deng +2Federated Learning AggregationAutomatic Speech Recognition

    The Chinese University of Hong Kong, China · National Research Council Canada, Canada

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

    Jun 9, 2026Hengxuan Tang, Jinbao Zhu, Xiaohu TangFederated Learning AggregationCommunication-Efficient Distributed Training

    Southwest Jiaotong University

  4. Asynchronous Decentralized Federated Learning over Lossy Wireless Links via Reception- and Age-Aware Aggregation

    Jun 9, 2026Chanuka A. S. Hewa Kaluannakkage, Rajkumar BuyyaFederated Learning AggregationAsynchronous Federated Learning

    Quantum Cloud and Distributed Systems (qCLOUDS) Lab School of Computing and Information Systems The University of Melbourne, Australia

  5. Multi-Level Analyzation of Imbalance to Resolve Non-IID-Ness in Federated Learning

    Jun 8, 2026Haengbok Chung, Jae Sung LeeClass-Imbalanced LearningFederated Learning Aggregation

    Interdisciplinary Program in Artificial Intelligence, Seoul National University, Republic of Korea · Department of Nuclear Medicine, Seoul National University College of Medicine, Republic of Korea · Brightonix Imaging Inc. Seoul, Republic of Korea

  6. FedSteer: Taming Extreme Gradient Staleness in Federated Learning with Corrective Projections and Caching

    Jun 8, 2026Haoran Zhang, Cainã Figueiredo Pereira, Marie Siew +3Federated Learning AggregationFederated Learning

    Electrical and Computer Engineering Dept., The University of Texas at Austin, Austin, Texas, USA · CERI/LIA, University of Avignon, Avignon, France · Information Systems Technology and Design Pillar, Singapore University of Technology and Design, Singapore +2

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

    Jun 5, 2026Lanxin Yi, Jinbao Zhu, Kai Wan +1Federated Learning AggregationPrivacy-Preserving ML

    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

  8. Amortizing Federated Adaptation: Hypernetwork Driven LoRA for Personalized Foundation Models

    Jun 4, 2026Sunny Gupta, Shambhavi Shanker, Amit SethiFederated Learning AggregationNon-IID Federated Learning

    Indian Institute of Technology, Bombay

  9. 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

  10. IntraShuffler: A Privacy Preserving Framework for Heterogeneous DP Federated Learning

    Jun 1, 2026Farhin Farhad Riya, Olivera Kotevska, Jinyuan Stella SunFederated Learning AggregationPrivacy-Preserving ML

    University of Tennessee, Knoxville, USA · Oak Ridge National Laboratory, USA

  11. Boosting Multimodal Federated Learning via Chained Modality Optimization

    Jun 1, 2026Zixin Zhang, Fan Qi, Shuai Li +2Multimodal Federated LearningFederated Learning Aggregation

    College of Computer Science, Inner Mongolia University, Hohhot, Inner Mongolia, China · School of Computer Science and Engineering, Tianjin University of Technology, Tianjin, China · Institute of Automation, Chinese Academy of Sciences, Beijing, China

  12. XAI-SOH-FL: Enhancing SOH-FL with Adaptive Aggregation and Explainable AI for Intrusion Detection in Heterogeneous IoT

    May 28, 2026Ambreen Aslam, Maaz Hassan, Bibi Zahra +1Federated Learning AggregationNetwork Intrusion Detection

    School of Electrical Engineering and Computer Science (SEECS), National University of Sciences and Technology (NUST), Islamabad, Pakistan

  13. Fairness-Aware Federated Learning with Trajectory Shapley Value

    May 28, 2026Daniel Kuznetsov, Ziqi WangFederated Learning AggregationAlgorithmic Fairness

    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.

  14. Privacy-Enhanced Zero-Order Federated Learning via xMK-CKKS over Wireless Channels

    May 28, 2026Anthony Ayli, Khalil Harris, Jihad Fahs +1Federated Learning AggregationHomomorphic Encryption

  15. Q-ANCHOR: Federated Quantum Learning with ZNE-guided Correction

    May 28, 2026Hoang M. Ngo, Quan Nguyen, Wanli Xing +1Federated Learning AggregationQuantum Machine Learning

    Department of Computer & Information Science & Engineering University of Florida · Frost Institute for Data Science and Computing University of Miami

  16. Matching Rates and Optimal Allocation for Federated Probe-Logit Distillation under Heterogeneous Bandwidth Budgets

    May 28, 2026Prasanjit Dubey, Xiaoming HuoFederated Learning AggregationCommunication-Efficient Distributed Training

    H. Milton Stewart School of Industrial and Systems Engineering, Georgia Institute of Technology, Atlanta, GA 30332, U.S.A.

  17. FedQHD: Closed-Form Function-Space Federated Reinforcement Learning

    May 27, 2026Yuchen Hou, Yongshan Chen, Zhuowen Zou +4RL ControlFederated Learning Aggregation

    Northeastern University · University of California, Irvine · The George Washington University

  18. Dimensionality Reduction for Robust Federated Learning: A Theoretical Analysis and Convergence Guarantee

    May 27, 2026Shiyuan Zuo, Jiashuo Li, Rongfei Fan +2Federated Learning AggregationByzantine-Robust Federated Learning

    Beijing Institute of Technology, Beijing, China · Xi’an Jiaotong University, Xi’an, China · The Chinese University of Hong Kong (Shenzhen), Shenzhen, China

  19. 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

  20. On the Push-Based Asynchronous Federated Learning: A Bias-Correction Aggregation Approach

    May 24, 2026Jiahui Bai, Hai Dong, A. K. QinMulti-Agent CoordinationFederated Learning Aggregation

    School of Computer Technologies, RMIT University Melbourne, VIC, Australia · School of Science, Computing and Engineering Technologies, Swinburne University of Technology Hawthorn, VIC, Australia

  21. ChainLearn: A Blockchain-Based Capacity-Aware Framework for Federated Ensemble Learning

    May 23, 2026Karan Sharma, Aditya Tripathi, Rahul Mishra +1Federated Learning AggregationFederated Learning

    DA-IICT Gandhinagar, India · IIT Patna Patna, India

  22. FederatedRSF : Federated Random Survival Forests for Partially Overlapping Medical Data

    May 21, 2026Maryam Moradpour, Jonas Harriehausen, Amirreza Aleyasin +3Federated Learning AggregationCancer Survival Prediction

    Institute for Predictive Deep Learning in Medicine and Healthcare, Justus Liebig University Gießen, Germany · Hessian Center for Artificial Intelligence (hessian.AI), Darmstadt, Germany · Department of Medical Informatics, University Medical Center Göttingen, Germany +1

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

    May 21, 2026Rachid HedjamFederated Learning AggregationNon-IID Federated Learning

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

  24. EnCAgg: Enhanced Clustering Aggregation for Robust Federated Learning against Dynamic Model Poisoning

    May 21, 2026Tianyun Zhang, Zhen Yang, Haozhao Wang +2Federated Learning AggregationByzantine-Robust Federated Learning

    School of Cyberspace Security, Beijing University of Posts and Telecommunications, Beijing 100876, China · School of Computer Science and Technology, Huazhong University of Science and Technology, Wuhan 430074, China · Department of Electronic Engineering, Tsinghua University, Beijing 100084, China

  25. Detecting Atypical Clients in Federated Learning via Representation-Level Divergence

    May 21, 2026Cristian Pérez-Corral, Jose I. Mestre, Alberto Fernández-Hernández +2Federated Learning AggregationNon-IID Federated Learning

    Universitat Politècnica de València Valencia, Spain · Universitat Jaume I Castelló de la Plana, Spain

  26. Embedding-Based Federated Learning with Runtime Governance for Iron Deficiency Prediction

    May 20, 2026Fan Zhang, Simon Deltadahl, Majid Lotfian Delouee +10Federated Learning AggregationHealthcare

    Dept. of Applied Mathematics and Theoretical Physics University of Cambridge Cambridge, UK · Translational AI Laboratory, Dept. of Laboratory Medicine Amsterdam UMC Amsterdam, The Netherlands · Precision Health University Research Institute Queen Mary Univ. of London London, UK +3

  27. CRAFT: Conflict-Resolved Aggregation for Federated Training

    May 20, 2026Ziqi Wang, Qiang Liu, Nils ThuereyFederated Learning AggregationGradient Interference

    Department of Mathematics, Friedrich-Alexander-Universität Erlangen-Nürnberg, Erlangen, Germany. · School of Computation, Information and Technology, Technical University of Munich, Garching, Germany. · Munich Center for Machine Learning, Munich, Germany.

  28. FedCoE: Bridging Generalization and Personalization via Federated Coordinated Dual-level MoEs

    May 20, 2026Penglin Dai, Fulian Li, Xincao Xu +3Federated Learning AggregationNon-IID Federated Learning

    School of Computing and Artificial Intelligence, Southwest Jiaotong University, Chengdu 611756, China · Shenzhen Institute for Advanced Study, University of Electronic Science and Technology of China, Shenzhen 518110, China · School of Computer Science and Engineering, Northeastern University, Shenyang 110819, China

  29. A Typed Tensor Language for Shared-State Federated Computation

    May 20, 2026Theofilos Mailis, Theodore Papamarkou, Andreas Ktenidis +6Federated Learning AggregationFederated Learning

    Athena Research Center · National and Kapodistrian University of Athens · National Technical University of Athens

  30. Statistical Limits and Efficient Algorithms for Differentially Private Federated Learning

    May 18, 2026Arnab Auddy, Xiangni Peng, Subhadeep PaulFederated Learning AggregationCommunication-Efficient Distributed Training

    Department of Statistics · The Ohio State University