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Neural Controlled Differential Equations for Irregular Time Series

, , , and . (2020)cite arxiv:2005.08926Comment: Accepted at NeurIPS 2020 (Spotlight).

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Deep Signatures., , , , and . CoRR, (2019)Neural Rough Differential Equations for Long Time Series., , , and . ICML, volume 139 of Proceedings of Machine Learning Research, page 7829-7838. PMLR, (2021)On Neural Differential Equations. (2022)cite arxiv:2202.02435Comment: Doctoral thesis, Mathematical Institute, University of Oxford. 231 pages.Lineax: unified linear solves and linear least-squares in JAX and Equinox., , and . CoRR, (2023)Efficient and Accurate Gradients for Neural SDEs., , , and . NeurIPS, page 18747-18761. (2021)Universal Approximation with Deep Narrow Networks., and . COLT, volume 125 of Proceedings of Machine Learning Research, page 2306-2327. PMLR, (2020)Neural Controlled Differential Equations for Online Prediction Tasks., , , and . CoRR, (2021)Neural SDEs as Infinite-Dimensional GANs., , , and . ICML, volume 139 of Proceedings of Machine Learning Research, page 5453-5463. PMLR, (2021)Universal Approximation with Deep Narrow Networks., and . CoRR, (2019)Deep Signature Transforms., , , , and . NeurIPS, page 3099-3109. (2019)