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Mugisha Brian Byamukama

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#federated learning Open access Sep 2026

Privacy-Preserving Federated Learning for Conflict Resolution Peacebuilding in Uganda: Robustness Under Distribution Shift and Sparse Labels

Federated learning offers a compelling architecture for peacebuilding analytics in conflict-affected regions, where data sovereignty, institutional sensitivity, and infrastructural fragility preclude centralised data aggregation. We introduce a federated empirical risk minimisation objective regularised by a Wasserstei...

Achieng Mary Goretti Odongo, Nassiwa Brenda Tumusiime, Mugisha Brian Byamukama · 0 citations
#federated learning Open access Sep 2026

Privacy-Preserving Federated Learning for Conflict Resolution Peacebuilding in Uganda: Robustness Under Distribution Shift and Sparse Labels

Federated learning offers a compelling architecture for peacebuilding analytics in conflict-affected regions, where data sovereignty, institutional sensitivity, and infrastructural fragility preclude centralised data aggregation. We introduce a federated empirical risk minimisation objective regularised by a Wasserstei...

Achieng Mary Goretti Odongo, Nassiwa Brenda Tumusiime, Mugisha Brian Byamukama · 0 citations

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