Author

Youcef Magnouche

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Preprint Aug 2026

CG4AI: A Column Generation Framework for Training AI Models Under Constraints

This work proposes CG4AI, a framework that builds a convex combination of AI models while enforcing linear constraints on the combined output, and applies it to digit classification on MNIST and the multi-commodity flow problem, where link capacity constraints are enforced on neural-network routing predictors.

Youcef Magnouche, Abderrahmane Driouch, Sébastien Martin et al. · 0 citations