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Neural CDEs for Long Time Series via the Log-ODE Method., , , , and . CoRR, (2020)Distribution Regression for Continuous-Time Processes via the Expected Signature., , , , and . CoRR, (2020)New directions in the applications of rough path theory., , , and . CoRR, (2023)Distribution Regression for Sequential Data., , , , and . AISTATS, volume 130 of Proceedings of Machine Learning Research, page 3754-3762. PMLR, (2021)Neural Stochastic PDEs: Resolution-Invariant Learning of Continuous Spatiotemporal Dynamics., , and . NeurIPS, (2022)SK-Tree: a systematic malware detection algorithm on streaming trees via the signature kernel., , , , , and . CSR, page 35-40. IEEE, (2021)Neural signature kernels as infinite-width-depth-limits of controlled ResNets., , and . ICML, volume 202 of Proceedings of Machine Learning Research, page 25358-25425. PMLR, (2023)Computing the full signature kernel as the solution of a Goursat problem., , , and . CoRR, (2020)Theoretical Foundations of Deep Selective State-Space Models., , , , and . CoRR, (2024)Deep Signature Transforms., , , , and . NeurIPS, page 3099-3109. (2019)