Heterogeneous Federated Learning

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4 papers in the last 28 days · 0.1% of indexed attention

Twelve weeks of publication activity for this topic as it is defined today.

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Federated LearningHeterogeneityFedavgFederated Reinforcement Learning

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Period ending 2026-09-21

1 new paper

A weekly snapshot of new work published in Heterogeneous Federated Learning.

Period ending 2026-09-14

2 new papers

A weekly snapshot of new work published in Heterogeneous Federated Learning.

Period ending 2026-09-07

2 new papers

A weekly snapshot of new work published in Heterogeneous Federated Learning.

29 papers

Latest in Heterogeneous Federated Learning

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  1. FedFIbOS: Fisher Importance based Optimal Submodelling for Heterogeneous Federated Learning

    Sep 17, 2026Yasmeen Afzal, Jeremiah D. Deng, Haibo ZhangHeterogeneous Federated LearningFederated Learning

  2. NEXUS-MI: Communication-Aware Federated Personalization for Gateway-Coordinated Motor-Imagery Brain-Computer Interfaces

    Sep 9, 2026Daniel Adu Worae, Aarthy NagarajanBrain-Computer InterfaceHeterogeneous Federated Learning

  3. FractalNet-Based Heterogeneous Federated Learning for Orbital Edge Intelligence in Satellite Mega-Constellations: A Wildfire Case Study

    Sep 1, 2026Sai Puppala, Koushik SinhaHeterogeneous Federated LearningSatellite

  4. CRAD: Class-wise Reliability-Aware Distillation for Decentralized Heterogeneous Federated Learning

    Aug 31, 2026Baraa Bilbeisi, Mengchen Fan, Baocheng Geng +1Heterogeneous Federated LearningFederated Learning

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

    Aug 12, 2026Mirko Konstantin, Stefan Zachow, Anirban MukhopadhyayHeterogeneous Federated LearningFederated Learning

  6. Label Granularity Skew in Federated Learning with Hierarchical Image Classification

    Aug 10, 2026Jaeheon Kim, Hokeun Kim, Bong Jun ChoiHeterogeneous Federated LearningFederated Learning

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

    Aug 4, 2026Shengyang Li, Yiting Dong, Liuyang Song +5Spiking Neural NetworksHeterogeneous Federated Learning

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

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

  9. Explainable AI for Chronic Kidney Disease Prediction Using Simulated Federated Learning

    Jul 28, 2026Md Zahid Hasan Ontor, Md Al Amin, Anik Dev Nath +1Chronic Kidney DiseaseClinical Prediction

  10. FedSPM: Routing-Enabled Federated Learning under Dual Heterogeneity via Semiparametric Mixture

    Jul 5, 2026Zijian Wang, Pengfei Li, Guangyu Yang +1Heterogeneous Federated LearningFederated Learning

  11. Towards Serverless Semi-Decentralized Federated Learning with Heterogeneous Optimizers

    Jun 4, 2026Su Wang, Mung Chiang, H. Vincent PoorHeterogeneous Federated LearningFederated Learning

  12. Closing the Alignment-Maturity Gap in Federated Prototype Learning

    Jun 1, 2026Mario Casado-Diez, Alejandro Dopico-Castro, Verónica Bolón-Canedo +1Heterogeneous Federated LearningFederated Learning

  13. FedMTFI: Feature Importance Based Optimized Multi Teacher Knowledge Distillation in Heterogeneous Federated Learning Environment

    Jun 1, 2026Nazmus Shakib Shadin, Aaron Cummings, Xinyue Zhang +1Heterogeneous Federated LearningFederated Learning

  14. HASA: Subnet Allocation for Compute-Constrained Model-Heterogeneous Federated Learning

    May 30, 2026Amir Hossein Shahdadian, Ahmed M. Abdelmoniem, Mahdi Taheri +2Heterogeneous Federated LearningFederated Learning

  15. Separate Aggregation of Split Network for Personalized Federated Learning

    May 26, 2026Yunseok Kang, Jaeyoung SongHeterogeneous Federated LearningFederated Learning

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

    May 24, 2026Jiahui Bai, Hai Dong, A. K. QinHeterogeneous Federated LearningAsynchronous Execution

  17. UB-SMoE: Universally Balanced Sparse Mixture-of-Experts for Resource-adaptive Federated Fine-tuning of Foundation Models

    May 15, 2026Van-Tuan Tran, Hong-Hanh Nguyen-Le, Marco Ruffini +1Heterogeneous Federated LearningMixture-of-Experts Models

  18. Federated Learning of Spiking Neural Networks under Heterogeneous Temporal Resolutions

    May 14, 2026Sanja Karilanova, Subhrakanti Dey, Ayça ÖzçelikkaleSpiking Neural NetworksHeterogeneous Federated Learning

  19. FedHPro: Federated Hyper-Prototype Learning via Gradient Matching

    May 13, 2026Huan Wang, Jun Shen, Haoran Li +6Heterogeneous Federated LearningFederated Learning

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

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

  21. COSMOS: Model-Agnostic Personalized Federated Learning with Clustered Server Models and Pseudo-Label-Only Communication

    May 11, 2026Ben Rachmut, Luise Ge, William Yeoh +2Heterogeneous Federated LearningFederated Learning

  22. HARMONY: Bridging the Personalization-Generalization Gap by Mitigating Representation Skew in Heterogeneous Split Federated Learning

    May 8, 2026Jiseok Youn, You Rim Choi, Goodsol Lee +3Heterogeneous Federated LearningFederated Learning

  23. From Coordinate Matching to Structural Alignment: Rethinking Prototype Alignment in Heterogeneous Federated Learning

    May 7, 2026Xinghao Wu, Jianwei Niu, Guogang Zhu +3Heterogeneous Federated LearningHeterogeneity

  24. FedPLT: Scalable, Resource-Efficient, and Heterogeneity-Aware Federated Learning via Partial Layer Training

    May 4, 2026Ahmad Dabaja, Rachid El-AzouziHeterogeneous Federated LearningFederated Learning

  25. FedHarmony: Harmonizing Heterogeneous Label Correlations in Federated Multi-Label Learning

    Apr 30, 2026Zhiqiang Kou, Junxiang Wu, Wenke Huang +8Heterogeneous Federated LearningMulti-Label Classification

  26. FMCL: Class-Aware Client Clustering with Foundation Model Representations for Heterogeneous Federated Learning

    Apr 30, 2026Mahad Ali, Laura J. BrattainHeterogeneous Federated LearningFederated Learning

  27. Subspace Optimization for Efficient Federated Learning under Heterogeneous Data

    Apr 28, 2026Shuchen Zhu, Zhengyang Huang, Yuqi Xu +1Heterogeneous Federated LearningFederated Learning

  28. Heterogeneity-Aware Personalized Federated Learning for Industrial Predictive Analytics

    Apr 21, 2026Yuhan Hu, Xiaolei FangHeterogeneous Federated LearningPredictive Maintenance

  29. H-FedSN: Personalized Sparse Networks for Efficient and Accurate Hierarchical Federated Learning for IoT Applications

    Dec 9, 2024Jiechao Gao, Yuangang Li, Jie Wang +3Heterogeneous Federated LearningFederated Learning