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Harnessing Heterogeneous Statistical Strength for Personalized Federated Learning via Hierarchical Bayesian Inference

Setup

conda create -n pfedhb python==3.8
conda activate pfedhb
pip install -r requirements.txt

Run

For label distribution skew on FMNIST

python -m experiment.run_experiment --config experiment/configs/fmnist.json

For label distribution skew on CIFAR10

python -m experiment.run_experiment --config experiment/configs/cifar10.json

For label concept drift on CIFAR100

python -m experiment.run_experiment --config experiment/configs/cifar100.json

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Harnessing Heterogeneous Statistical Strength for Personalized Federated Learning via Hierarchical Bayesian Inference (ICML 2025)

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