On the Generalization and Approximation Capacities of Neural Controlled Differential Equations

Linus Bleistein, Agathe Guilloux

Neural Controlled Differential Equations (NCDEs) are a state-of-the-art tool for supervised learning with irregularly sampled time series (Kidger, 2020). However, no theoretical an…