@article{learningnonmarkoviandynamicalsystemswith, title = {Learning non-Markovian Dynamical Systems with Signature-based Encoders}, author = {Eliott Pradeleix and Rémy Hosseinkhan-Boucher and Alena Shilova and Onofrio Semeraro and Lionel Mathelin}, year = {2025}, eprint = {2509.12022}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2509.12022}, }