"statistical heterogeneity" Papers

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Adaptive Latent-Space Constraints in Personalized Federated Learning

Sana Ayromlou, David B. Emerson

NEURIPS 2025arXiv:2505.07525

FedRAM: Federated Reweighting and Aggregation for Multi-Task Learning

Fan Wu, Xinyu Yan, Jiabei Liu et al.

NEURIPS 2025

Accelerating Heterogeneous Federated Learning with Closed-form Classifiers

Eros Fanì, Raffaello Camoriano, Barbara Caputo et al.

ICML 2024arXiv:2406.01116
8
citations

Balancing Similarity and Complementarity for Federated Learning

Kunda Yan, Sen Cui, Abudukelimu Wuerkaixi et al.

ICML 2024arXiv:2405.09892
12
citations

FedASMU: Efficient Asynchronous Federated Learning with Dynamic Staleness-Aware Model Update

Ji Liu, Juncheng Jia, Tianshi Che et al.

AAAI 2024paperarXiv:2312.05770
75
citations

FedMBridge: Bridgeable Multimodal Federated Learning

Jiayi Chen, Aidong Zhang

ICML 2024

Improved Modelling of Federated Datasets using Mixtures-of-Dirichlet-Multinomials

Jonathan Scott, Aine E Cahill

ICML 2024arXiv:2406.02416
1
citations