Author

S. Mirau

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#federated learning Review Open access Sep 2026

Distributed Optimization Under Uncertainty: A Cross-Paradigm Review and Future Directions

Key findings include the widespread adaptation of classical algorithms, particularly the alternating direction method of multipliers (ADMM), across all uncertainty paradigms, alongside an evolution toward data-driven and adaptive methods for real-time uncertainty handling.

Ineza Remy Mugenga, Abebe Geletu, S. Mirau et al. · Mathematics · 0 citations

Open access Aug 2026

Spatiotemporal patterns of ambient NO2 and NO pollution in Kigali Rwanda

Kigali, like many cities in sub-Saharan Africa, faces rapid urban growth alongside the need to manage air pollution and protect public health. Despite its policy efforts, systematic data on nitrogen oxides (NOx: NO2 and NO), key indicators of combustion-related pollution, have been limited. We applied a standardized pr...

Pacifique Karekezi, K. Kyeremateng, Carissa L. Lange et al. · npj Clean Air · 0 citations