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Bayesian nonparametric federated learning of neural networks

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cs.LG 1

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2026 1

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CONDITIONAL 1

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Towards Uncertainty-Aware Federated Granger Causal Learning

cs.LG · 2026-02-13 · conditional · novelty 7.0

Federated Granger causality uncertainty reaches a steady state determined solely by aleatoric client data statistics, independent of epistemic priors, supporting reliable hypothesis testing for cross-client interactions.

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  • Towards Uncertainty-Aware Federated Granger Causal Learning cs.LG · 2026-02-13 · conditional · none · ref 13

    Federated Granger causality uncertainty reaches a steady state determined solely by aleatoric client data statistics, independent of epistemic priors, supporting reliable hypothesis testing for cross-client interactions.