Author

B. Owren

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Open access Oct 2026

Mixed Precision Training of Neural ODEs

This paper presents a mixed precision training framework for neural ODEs consisting of explicit ODE solvers and a custom backpropagation scheme and shows their effectiveness in a range of learning tasks and publishes the extendable, open-source PyTorch package rampde, whose syntax resembles that of leading packages to...

E. Celledoni, B. Owren, Lars Ruthotto et al. · SIAM Journal on Scientific C... · 1 citation

Jul 2026

1-Lipschitz Neural Networks on Hadamard Manifolds

This work constructs and analyzes a class of 1-Lipschitz neural networks on Hadamard manifolds, and shows improved results from the nonexpansive denoiser over static, data-only, and Log-Euclidean denoising baselines, and empirically test its convergence properties.

D. Murari, Marta Ghirardelli, Ben Adcock et al. · arXiv.org · 0 citations