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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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Benchmarking optimality of time series classification methods in distinguishing diffusions., , , , , and . CoRR, (2023)Sig-Networks Toolkit: Signature Networks for Longitudinal Language Modelling., , , , , , and . EACL (Demonstrations), page 223-237. Association for Computational Linguistics, (2024)Higher Order Kernel Mean Embeddings to Capture Filtrations of Stochastic Processes., , , , , and . NeurIPS, page 16635-16647. (2021)A Path Signature Approach to Online Arabic Handwriting Recognition., , , and . ASAR, page 135-139. IEEE, (2018)Anomalies due to delay and loss in AAL2 packet voice systems: performance models and methods of mitigation., , and . IEEE J. Sel. Areas Commun., 17 (1): 4-17 (1999)An Optimal Polynomial Approximation of Brownian Motion., , and . SIAM J. Numer. Anal., 58 (3): 1393-1421 (2020)Deep Signatures., , , , and . CoRR, (2019)Rotation-free online handwritten character recognition using dyadic path signature features, hanging normalization, and deep neural network., , , and . ICPR, page 4083-4088. IEEE, (2016)Higher Order Lipschitz Sandwich Theorems., and . CoRR, (2024)A Path Signature Approach for Speech Emotion Recognition., , , , , and . INTERSPEECH, page 1661-1665. ISCA, (2019)