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20232025
most citedEfficient Neural Network Approaches for Conditional Optimal Transport with Applications in Bayesian Inference

5 citations · 5 across the 5 of their papers we have counts for

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2 papers · 1 filter

math.OC2024

Neural Network Approaches for Parameterized Optimal Control

Deepanshu Verma, Nick Winovich, Lars Ruthotto +1

We consider numerical approaches for deterministic, finite-dimensional optimal control problems whose dynamics depend on unknown or uncertain parameters. We seek to amortize the so…

cs.LG2024

Differential Equations for Continuous-Time Deep Learning

Lars Ruthotto

This short, self-contained article seeks to introduce and survey continuous-time deep learning approaches that are based on neural ordinary differential equations (neural ODEs). It…