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2025 1

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Federated Gaussian Mixture Models

cs.LG · 2025-06-02 · conditional · novelty 4.0

FedGenGMM aggregates client-trained Gaussian mixture models in a single communication round by sampling synthetic data from the reweighted client components and retraining a global GMM, matching non-federated and iterative federated baselines on six datasets.

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  • Federated Gaussian Mixture Models cs.LG · 2025-06-02 · conditional · none · ref 7

    FedGenGMM aggregates client-trained Gaussian mixture models in a single communication round by sampling synthetic data from the reweighted client components and retraining a global GMM, matching non-federated and iterative federated baselines on six datasets.