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

    Jul 23, 2026Hyeong-Gun Joo, Songnam Hong, Dong-Joon ShinSecure Multi-Party ComputationFederated Learning Aggregation

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

  2. One Round Is All You Need: Analytic Federated Learning for Task-Heterogeneous Multi-Label Medical Image Classification

    Jul 22, 2026Afsaneh Mahanipour, Hana KhamfroushChest X-Ray ClassificationFederated Learning Aggregation

    Department of Computer Science University of Kentucky Lexington, KY, USA

  3. Federated Lightweight Fine-Tuning

    Jul 20, 2026Radhakrishna Achanta, Will ReedFederated Learning AggregationFederated Fine-Tuning

    Cisco Systems Inc., USA

  4. Dysco: Dynamic Subspace Boosting to Mitigate LoRA Interference in Federated Learning

    Jul 15, 2026Haobo Zhang, Jiankun Wang, Suraj Rajendran +5Federated Learning AggregationLow-Rank Adaptation

    University of Michigan · Cornell University · University of Pennsylvania

  5. Constraint-Aware Aggregation for Federated Reinforcement Learning in Microgrid Energy Coordination

    Jul 14, 2026Usman Haider, Karl MasonFederated Learning AggregationFederated RL

    School of Computer Science, University of Galway, Ireland.

  6. PFAdapter: Hierarchical LoRA Decomposition for Personalized Federated MLLMs

    Jul 13, 2026Jing Liu, Kun Yang, Yan Wang +5Multimodal Federated LearningFederated Learning Aggregation

    College of Future Information Technology, Fudan University, Shanghai 200433, China · Division of Natural and Applied Sciences, Duke Kunshan University, Suzhou 215316, China · Department of Electrical and Computer Engineering, The University of British Columbia, BC V6T 1Z4, Canada +8

  7. Enhanced Byzantine-Robust Federated Learning Via Truncated-Quadratic Loss for Heterogeneous Data

    Jul 13, 2026Zhi-Yong Wang, Hao Nan Sheng, Werner Stefan +3Federated Learning AggregationByzantine-Robust Federated Learning

    State Key Laboratory of Ocean Sensing, Ocean College, Zhejiang University, Hangzhou, China · Department of Electrical Engineering, City University of Hong Kong, Hong Kong, China · Department of Information and Communications Engineering, Aalto University, 02150 Espoo, Finland +1

  8. Secure Decentralized Federated Learning via Gossip and Virtual Voting

    Jul 9, 2026Amirhossein Taherpour, Xiaodong WangFederated Learning AggregationByzantine-Robust Federated Learning

    Department of Electrical Engineering, Columbia University, New York, NY, USA

  9. FedOPAL: One-Shot Federated Learning via Analytic Visual Prompt Tuning

    Jul 9, 2026Lingyu Qiu, Daniela Annunziata, Stefano Izzo +2Federated Learning AggregationNon-IID Federated Learning

    Department of Mathematics and Applications “R. Caccioppoli”, University of Naples Federico II, Italy

  10. Collate: Collaborative Neural Network Learning for Latency-Critical Edge Systems

    Jul 9, 2026Shuo Huai, Di Liu, Hao Kong +5Efficient Neural Network InferenceFederated Learning Aggregation

    School of Computer Science and Engineering, Nanyang Technological University, Singapore · HP-NTU Digital Manufacturing Corporate Lab, Nanyang Technological University, Singapore · HP Inc., Palo Alto, California, USA

  11. Collaborative Synthetic Data Generation for Knowledge Transfer in Federated Learning

    Jul 8, 2026Maximilian Andreas Hoefler, Karsten Mueller, Wojciech SamekFederated Learning AggregationSynthetic Data Generation

    Fraunhofer Heinrich Hertz Institute · BIFOLD Technical University Berlin

  12. Robust Federated Learning Under Real-World Client Churn

    Jul 8, 2026Dhruv Garg, Neha Lakhani, Debopam Sanyal +3Federated Learning AggregationCommunication-Efficient Distributed Training

    Georgia Tech USA · Cisco Research USA

  13. AirPASS: Over-the-Air Federated Learning via Pinching Antenna Systems

    Jul 7, 2026Seyed Mohammad Azimi-Abarghouyi, Christopher G. BrintonFederated Learning AggregationWireless Communications

    Department of Electrical Engineering, Chalmers University of Technology, Gothenburg, Sweden · School of Electrical and Computer Engineering, Purdue University, West Lafayette, IN USA

  14. PRoVeFL: Private Robust and Verifiable Aggregation in Federated Learning

    Jul 7, 2026Harsh Kasyap, Anil Kumar Pradhan, Ugur Ilker Atmaca +2Federated Learning AggregationByzantine-Robust Federated Learning

    Indian Institute of Technology (BHU), Varanasi, India · University of Warwick, Coventry, UK · Vaulttree,, Ireland +2

  15. Air-Plan: Query-Optimized Topology Selection for Over-the-Air Decentralized Federated Learning

    Jul 5, 2026Kaushal Attaluri, Rebeca P. Diaz-Redondo, Manuel Fernandez VeigaFederated Learning AggregationWireless Communications

    ICLab, atlanTTic, University of Vigo

  16. Channel-Adaptive Robust Aggregation for Over-the-Air Federated Learning in Heterogeneous Networks

    Jul 5, 2026Zubaida Fatima, Zubair Shaban, Yusuf Jamal +3Federated Learning AggregationOver-the-Air Federated Learning

    IIIT, Delhi · IIT Dharwad

  17. FedProIn: Mitigating Client Drift for Learnable Prototypes in Federated Medical Imaging

    Jul 5, 2026Harsh Kumar, Tarun Kumar Garg, Vaanathi SundaresanFederated Learning AggregationNon-IID Federated Learning

    Department of Computational and Data Sciences, Indian Institute of Science Bengaluru, Karnataka 560012, India · Department of IISc Mathematics Initiative, Indian Institute of Science Bengaluru, Karnataka 560012, India

  18. FedAvg for HAR: Exploring the Tradeoff Between Personalized and Generalization Accuracy

    Jul 3, 2026Andrea De Luna, Susanna Peretti, Chiara Contoli +1Federated Learning AggregationHuman Activity Recognition

    DiSPeA University of Urbino

  19. Decentralised Federated Learning over Temporal Networks: The Role of Heterogeneities

    Jul 3, 2026Arash Badie-Modiri, Chiara Boldrini, Lorenzo Valerio +2Federated Learning AggregationDecentralized Learning

    National Research Council, Pisa · Central European University, Vienna · Aalto University, Espoo +1

  20. TallyTrain: Communication-Efficient Federated Distillation

    Jun 30, 2026Radhakrishna Achanta, Will ReedFederated Learning AggregationCommunication-Efficient Distributed Training

    Cisco Systems Inc.

  21. Federated Learning with Energy-Based Structured Probabilistic Inference

    Jun 29, 2026Dario Fenoglio, Daniil Kirilenko, Martin Gjoreski +1Federated Learning AggregationConditional Random Fields

    Faculty of Informatics, Universit`a della Svizzera italiana, Lugano, Switzerland.

  22. SP-CACW: Convergence-Aware Client Weighting for Selfish Personalized Learning

    Jun 28, 2026Yaron Kiselman, Kfir Y. LevyFederated Learning AggregationNon-IID Federated Learning

    Technion Haifa, Israel

  23. FoggyTrust: Robust Federated Learning with Hierarchical Trust Networks

    Jun 26, 2026Emmanuel Rassou, Tomas GonzalezHierarchical Federated LearningFederated Learning Aggregation

    School of Engineering and Applied Sciences (SEAS) Harvard Cambridge, MA, USA

  24. Privacy-preserving federated tensor decomposition of single-cell immune data: recovering multicellular programs across institutions

    Jun 22, 2026Axel Faes, Stephanie M. van den Berg, Maryam Amir HaeriFederated Learning AggregationTensor Decomposition

    Data Science Institute, Hasselt University, Belgium · University of Twente, The Netherlands · Learning, Data Analytics and Technology, University of Twente, The Netherlands

  25. Subspace-Constrained Federated Learning with Low-Rank Adaptation

    Jun 21, 2026Neranjan Senarath, Rohit Muralitharan, Sadia AsifFederated Learning AggregationNon-IID Federated Learning

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

  26. Variational Consensus Monte Carlo for Bayesian Mixture

    Jun 17, 2026Julie Fendler, Francesca L. Crowe, Tom Marshall +2Markov Chain Monte CarloFederated Learning Aggregation

    MRC Biostatistics Unit, University of Cambridge · Institute of Applied Health Research, University of Birmingham

  27. C2FL: Clustered Continual Federated Learning under Spatial and Temporal Drift

    Jun 16, 2026Davide Domini, Gianluca Aguzzi, Lorenzo Pellegrini +2Federated Learning AggregationFederated Continual Learning

    University of Bologna · Aarhus University

  28. PreLort: Prefix-Nested LoRA for Federated Fine-Tuning under Rank Heterogeneity

    Jun 14, 2026Muhammad Waseem, Nurbek Tastan, Andrej Jovanovic +4Federated Learning AggregationLLM Fine-Tuning

    1MBZUAI, UAE · University of Cambridge, UK · 3Flower Labs, UK +1

  29. Conflict-Aware Federated Fine-Tuning of Large Language Models with Mixture-of-Experts

    Jun 14, 2026Yijun Lu, Zihan Fang, Pengpeng Qiao +6Federated Learning AggregationLLM Fine-Tuning

    Waseda University, Tokyo, Japan · City University of Hong Kong, China · Institute of Science Tokyo, Tokyo, Japan +4

  30. Guiding Federated Graph Recommendation with LLM-encoded knowledge

    Jun 13, 2026Thi Minh Chau Nguyen, Hien Trang Nguyen, Duc Anh Nguyen +3Federated Learning AggregationGraph Representation Learning