Learning non-Markovian Dynamical Systems with Signature-based Encoders

Eliott Pradeleix, Rémy Hosseinkhan Boucher, Alena Shilova, Onofrio Semeraro, Lionel Mathelin. Learning non-Markovian Dynamical Systems with Signature-based Encoders. In Cecília Coelho, Bernd Zimmering, M. Fernanda P. Costa, Luís L. Ferrás, Oliver Niggemann, editors, Proceedings of the 2nd ECAI Workshop on "Machine Learning Meets Differential Equations: From Theory to Applications", 26 October 2025, Bologna, Italy. Volume 277 of Proceedings of Machine Learning Research, pages 1-25, PMLR, 2025. [doi]

Authors

Eliott Pradeleix

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Rémy Hosseinkhan Boucher

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Alena Shilova

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Onofrio Semeraro

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Lionel Mathelin

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