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91 papers in the last four weeks, up 176% on the four weeks before. 0.9% of all new papers.

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  1. FedTransKD-IDS: Robust Federated Transfer Learning with Knowledge Distillation for Intrusion Detection in IoT

    Aug 6, 2026Mohammad Hosssein Gholamrezazadeh, Ahmadreza MontazerolghaemAhmadreza MontazerolghaemIoT Intrusion DetectionCybersecurity

    Faculty of Computer Engineering University of Isfahan Isfahan, Iran

  2. DG-FedReuse: Proxy-Gradient-Gated Cached-Update Reuse with Matched Sparse Uplink Accounting

    Aug 5, 2026Rahil Aftab, Vineet Kumar Rakesh, Soumya Mazumdar +1Federated Learning AggregationCommunication-Efficient Distributed Training

    Department of Computer Science and Engineering Jamia Hamdard New Delhi 110062, India · Engineering Science Homi Bhabha National Institute Anushaktinagar, Mumbai 400094, Maharashtra, India · Computer and Informatics Group Variable Energy Cyclotron Centre 1/AF, Bidhannagar, Kolkata 700064, West Bengal, India +1

  3. Attention, Anomalies! Handling Attention Layers in Unsupervised Federated Outlier Detection

    Aug 5, 2026Mihailo Ilić, Miloš Savić, Vladimir Kurbalija +3Memory-Augmented Neural NetworksFederated Learning Aggregation

    Department of Mathematics and Informatics, Faculty of Sciences, University of Novi Sad, Serbia · Department of Informatics, Modeling, Electronics, and Systems, University of Calabria, Italy

  4. Personalized Federated Sparse Adaptation of Time-Series Foundation Models

    Aug 5, 2026Priyanka Nihalchandani, Naman Srivastava, Varun Ojha +1Mixture of ExpertsTime Series Forecasting

    Robert Bosch Centre for Cyber-Physical Systems, Indian Institute of Science, Bengaluru, India · School of Computing, Newcastle University, Newcastle upon Tyne, United Kingdom

  5. FBID: Adaptive Personalized Federated Learning for Robust Out-of-Distribution Attack Detection in IoT Networks

    Aug 4, 2026An Khanh Bui, Cong Thanh Nguyen, Hoang-Anh Pham +2Network Intrusion DetectionInternet of Things

    UTS-HCMUT JTIRC, Ho Chi Minh City University of Technology (HCMUT), Ho Chi Minh City 700000, Vietnam. · Vietnam National University Ho Chi Minh City (VNU-HCM), Ho Chi Minh City 700000, Vietnam. · School of Electrical and Data Engineering, University of Technology Sydney, Sydney, NSW 2007, Australia.

  6. FraQ: Efficient Coordinate-Space Recompression for Federated Low-Rank Adaptation

    Aug 4, 2026Shenghui Li, Thiemo VoigtFederated Learning AggregationCommunication-Efficient Distributed Training

    Uppsala University, Uppsala, Sweden · Research Institutes of Sweden, Stockholm, Sweden

  7. FedCARE: A Multi-Objective Personalised Federated Learning Framework for Smart Healthcare

    Aug 4, 2026Rojalini Tripathy, Padmalochan Bera, Shreya Ghosh +1Clinical Outcome PredictionFederated Learning

    Quantum Cloud Computing and Distributed Systems (qCLOUDS) Laboratory School of Computing and Information Systems The University of Melbourne, Parkville, Australia · Department of Computer Science School of Electrical and Computer Sciences Indian Institute of Technology Bhubaneswar, India

  8. FedRings: A Scalable and Topology-Aware Federated Learning Framework for LEO Satellite Constellations

    Aug 4, 2026Ziwu Liu, Inês Pinto Gouveia, Rehana Yasmin +2Communication-Efficient Distributed TrainingDecentralized Learning

    CEMSE Division, King Abdullah University of Science and Technology (KAUST) Thuwal 23955-6900, Kingdom of Saudi Arabia

  9. AS-FedBridge: Pseudo-Spike Bridge Distillation for Heterogeneous ANN-SNN Federated Learning

    Aug 4, 2026Shengyang Li, Yiting Dong, Liuyang Song +5Spiking Neural NetworksCross-Architecture Knowledge Distillation

    School of Software and Microelectronics, Peking University, Beijing, China · School of Computer Science, Peking University, Beijing, China · Institute for Artificial Intelligence, Peking University, Beijing, China

  10. Robust and Personalized Federated Learning for Aircraft-Engine Prognostics under Benign and Adversarial Client Heterogeneity

    Aug 4, 2026Chinmoy Mitra, Md. Mehedi Hasan Nipu, Mohammad Sakib Mahmood +2Federated Learning AggregationRUL Estimation

    Department of Computer Science and Engineering, Rajshahi University of Engineering & Technology, Kazla, Rajshahi, 6204, Bangladesh · Department of Electrical and Computer Engineering, North South University, Dhaka 1229, Bangladesh. · Department of Computer Science, Missouri State University, Springfield, MO, 65809, USA. +2

  11. Federated generative event models for tokenized electronic health records

    Aug 3, 2026Michael C. Burkhart, Luke Solo, Inhyeok Lee +8Clinical Outcome PredictionGenerative Modeling

    Department of Medicine, University of Chicago, Chicago, Illinois, USA · Department of Medicine, Northwestern University Feinberg School of Medicine, Chicago, Illinois, USA

  12. Assessing the Impacts of Imperfect Datasets on Client Selections in Federated Learning

    Aug 3, 2026Yuan-Heng Tsai, Li-Hsing Yen, Yan-Wei ChenAlgorithmic FairnessClient Selection in Federated Learning

    Department of Computer Science, National Yang Ming Chiao Tung University, Hsinchu, Taiwan.

  13. CRIP: Channel Level Representation Injection for Personalized One-Shot Federated Learning

    Aug 3, 2026Zijian Jiang, Chaoli Sun, Handing Wang +1Non-IID Federated LearningRepresentation Alignment

    School of Computer Science and Electronic Engineering, University of Surrey, Guildford, Surrey GU2 7XH, U.K. · School of Computer Science and Technology, Taiyuan University of Science and Technology, Taiyuan 030024, China · School of Artificial Intelligence, Xidian University, Xi’an 710071, China +1

  14. Rethinking Personalized Reward Modeling for LLMs under Preference Heterogeneity via Group-Debiased Federated Learning

    Aug 3, 2026Seongyoon Kim, Boryeong Cho, Jihwan Oh +2Pairwise Preference LearningReward Modeling

    Institute of Engineering Research, Korea University Seoul, Republic of Korea · Kim Jaechul Graduate School of AI, KAIST Seoul, Republic of Korea · Industrial Management Engineering, Korea University Seoul, Republic of Korea

  15. Cluster-Aware Over-the-Air Federated Learning with Energy-Harvesting Devices: From Global Training to Model Personalization

    Aug 2, 2026Furkan Bagci, Busra Tegin, Mohammad Kazemi +1Federated Learning AggregationNon-IID Federated Learning

    Department of Electrical and Computer Engineering, University of Illinois Chicago, Chicago, IL 60607 USA · IETR-UMR CNRS 6164, Centrale-Supélec Rennes Campus, Cesson-Sévigné 35576, France · Department of Electrical and Electronic Engineering, Imperial College London, London SW7 2BT, U.K. +1

  16. Reputation-driven Cooperation in Lattice-based Decentralized Federated Learning through Evolutionary Game Theory

    Aug 2, 2026Phuc Hoang Truong Huynh, Dung Tran Vinh, Khoa Duc Anh Lam +9Mechanism DesignEvolutionary Game Theory

    Faculty of Computer Science and Engineering, Ho Chi Minh City University of Technology (HCMUT), Ho Chi Minh City, Vietnam · Vietnam National University Ho Chi Minh City, Vietnam. · School of Mathematics, University of Birmingham, Birmingham, United Kingdom +1

  17. FL-OA: A Byzantine-Robust Federated Learning Framework with Outsourced Auditing for Intelligent Devices

    Aug 2, 2026Hongliang Zhang, Zhongyuan Yu, Fenghua Xu +3Byzantine-Robust Federated LearningFederated Learning

    Key Laboratory of Computing Power Network and Information Security, Ministry of Education, Shandong Computer Science Center, Qilu University of Technology (Shandong Academy of Sciences), Jinan, 250353, China · College of computer science and technology, China University of Petroleum, Qingdao, 266580, China · Cyber Security Institute, University of Science and Technology of China, Hefei, 230026, China +4

  18. Lethe: How Hard Is It to Forget? A Benchmark for Federated Unlearning in Medical Imaging

    Aug 2, 2026Shengchao Chen, Ting ShuFederated UnlearningMedical Image Benchmarks

    University of Technology Sydney · Shenzhen University

  19. Similarity Weighted Aggregation with Global Differential Privacy for Federated Brain Lesion Segmentation

    Aug 1, 2026Muhammad Irfan Khan, Eero Lehtonen, Joni Obradovic +4Federated Learning AggregationNon-IID Federated Learning

    Turku University of Applied Sciences, Turku 20520, Finland

  20. Partially-Observable Transmission Control for UAV-Enabled Federated Learning in IoT Networks

    Aug 1, 2026Masoud Ghazikor, Zhou Ni, Morteza HashemiFederated Learning AggregationWireless Resource Allocation

    Department of Electrical Engineering and Computer Science, University of Kansas

  21. Federated Foundation Models Fine-Tuning with Heterogeneous Compressed Clients

    Jul 31, 2026Shengkun Zhu, Jinshan Zeng, Zhihua Allen-Zhao +5Federated Learning AggregationFederated Fine-Tuning

    The Hong Kong Polytechnic University · OceanBase, Ant Group · School of Management, Xi’an Jiaotong University +3

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

    Jul 30, 2026Pouya Rajabi, Mohsen TooraniFederated Learning AggregationPrivacy-Preserving ML

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

  23. Learning Color Grading, No Photo Sharing: Federated Aesthetic Preference Learning for Personalized Image Enhancement

    Jul 30, 2026Chuanzhi Xu, Ziyuan Tao, Jean Julien KNell +5Personalized Image Aesthetics AssessmentImage Enhancement

    The University of Sydney · Macquarie University

  24. Defending Against Backdoor Attacks via Alignment Checking in Model-Contrastive Federated Learning

    Jul 29, 2026Hongliang Zhang, Zhongyuan Yu, Guijuan Wang +4Federated Learning AggregationByzantine-Robust Federated Learning

    Key Laboratory of Computing Power Network and Information Security, Ministry of Education, Shandong Computer Science Center, Qilu University of Technology (Shandong Academy of Sciences), Jinan, 250353, China · College of computer science and technology, China University of Petroleum, Qingdao, 266580, China · School of Computer Science and Engineering, University of Electronic Science and Technology of China, Chengdu, 611731, China

  25. FedTopo: Relation-Level Topology Sharing for Model-Heterogeneous Federated Learning

    Jul 29, 2026Zhaoyang Ma, Zhihao Wu, Xin Gao +3Federated Learning AggregationFederated Learning

    Beijing Jiaotong University Beijing, China · Nanyang Technological University Singapore, Singapore

  26. FedWeave: Rethinking the Unit of Specialization in Heterogeneous Federated MoE-LoRA

    Jul 29, 2026Donghang Duan, Xu Zheng, Lizong Zhang +2Federated Learning AggregationLLM Routing

    University of Electronic Science and Technology of China · 2Zhejiang University

  27. Where Physics Meets Privacy: Federated PINNs for Privacy-Preserving Brain Tumor Biomechanical Modeling

    Jul 28, 2026Mahmuda Akter Sristy, Md Al-Mahfuz Chowdhury, Momota Ahsana Meem +2Privacy-Preserving MLOncology

    Dept. of Computer Science and Engineering, United International University Dhaka, Bangladesh

  28. Collaborative System Failure Prognostics via Federated Longitudinal-Survival Modeling

    Jul 28, 2026Fan Yang, Madelyn Weller, Dimuthu Fernando +2RUL EstimationSurvival Analysis

    Fowler School of Engineering, Chapman University, Orange, CA 92866 USA · Department of Statistics, Grand Valley State University, Allendale, MI 49401 USA

  29. SpeechLLM Meets Federated Learning for End-to-End ASR: English and Italian Case Studies

    Jul 28, 2026Mohamed Nabih Ali, Daniele Falavigna, Alessio BruttiAutomatic Speech RecognitionSpeech Language Models

    Center of Augmented Intelligence Fondazione Bruno Kessler Trento, Italy

  30. PIcsC: Partitioning-Induced Covariate Shift Correction

    Jul 28, 2026Behraj Khan, Behroz Mirza, Syed Ahmad Chan Bukhari +1Non-IID Federated LearningCovariate Shift

    School of Mathematics and Computer Science, Institute of Business Administration Karachi, Pakistan. · Department of Computer Science, Habib University, Karachi, Pakistan. · Division of Computer Science, Mathematics and Science, St. John’s University, USA.