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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Ineza Remy Mugenga

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#federated learning Review Open access Sep 2026

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

Due to its significant importance in many disciplines, distributed optimization under uncertainty has become an active research field over the past decade. This paper presents a cross-paradigm review of this development. We organize the literature around three approaches ordered by how much is known about the uncertain...

Ineza Remy Mugenga, Abebe Geletu, S. Mirau et al. · 0 citations
Review Aug 2026

ReliableNet: A Chance-Constrained Approach to Trustworthy Classification in Deep Learning

ReliableNet is the only method certified within the JCW budget for every dataset and seed in distribution, when compared against baselines spanning ERM, post-hoc calibration, conformal risk control, and selective prediction, and selective prediction.

Ange-Clément Akazan, Ineza Remy Mugenga, Abebe Geletu et al. · 0 citations

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