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math.OC2026
Constructive interpolation and generalization rates for neural ODEs: a control perspective
Antonio Ãlvarez-López, Lorenzo Liverani, Enrique Zuazua
We study supervised regression with neural ODEs (NODEs) from a control-theoretic perspective to derive explicit population-risk bounds. We focus on a widely used class of non-auton…
math.OC2025
Cluster-based classification with neural ODEs via control
Antonio Ãlvarez-López, Rafael Orive-Illera, Enrique Zuazua
We address binary classification using neural ordinary differential equations from the perspective of simultaneous control of data points. We consider a single-neuron architect…