Neural dynamical systems for time-series data

Date: April 23–25, 2025

Location: University of Vienna; Wolfgang Pauli Institute

We are excited to announce an upcoming workshop focusing on Neural Dynamical Systems and Time-Series Data. This event will explore cutting-edge topics, including neural and controlled differential equations, reservoir computing, signature and signature-kernel methods, and more. The workshop emphasizes applications in modeling and optimization across diverse fields such as finance, biology, and medicine.

Jointly organized by QUARIMAFI (University of Vienna's QUARIMAFI group), the Wolfgang Pauli Institute (WPI) and the LPSM (Laboratoire de Probabilités Statistique & Modélisation) this workshop provides a platform for researchers to share innovative ideas and establish new collaborations. To encourage in-depth discussions, a dedicated time for interaction will be scheduled on each day of the event. In addition to keynote presentations, PhD students and early-career researchers are invited to contribute talks showcasing their recent work.

The workshop will consist of three full days of keynote talks, contributed presentations, two mini-courses and structured discussions. The two mini-courses will be integrated into the main workshop schedule and are directed to Phd- and advanced Master students and roughly correspond to 1ECTS. A background in probability theory, applied stochastic processes, and statistics is recommended. An online participation will not be possible.

Program:

can be found here. 

Venue:

The first workshop day, 23.04. will take place in the Skylounge (12th floor) of Oskar-Morgenstern-Platz 1, 1090, Vienna. The following two workshop day, April 24th and 25th will take place in the Seminarroom 5 (ground floor) at Kolingasse 14-16, 1090 Vienna. The venues are 5 walking min. apart.

For further information on the venue, the surroundings, and how to get there, see here.

List of confirmed Invited Speakers:

Please find a full list of confirmed speaks here.

  • Ballarin, Giovanni
  • Bayer, Christian
  • Friz, Peter
  • Harang, Fabian
  • Lemercier, Maud
  • Moreno-Pino, Fernando
  • Rauscher, Marco
  • Riedel, Sebastian
  • Walker, Ben
  • Yang, Lingyi

Mini-Course Speakers:

  • Hager, Paul
  • Salvi, Cristopher

Scientific Committee:

Linus Bleistein, Christa Cuchiero, Nina Drobac, Adeline Fermanian, Paul Hager, Olivier Wintenberger

Submission of contributed talks:

The submission deadline has passed.

Researchers, particularly PhD students and early-career scientists, are encouraged to submit their work for presentation at the workshop.

Registration:

The registration deadline has passed.

Please note that registration is mandatory.

Note that there is no participation fee. We ask all non-invited speakers to organize their travel and lodging themselves. In case of problems or questions, please do not hesitate to send us an e-mail (ndstd25@univie.ac.at or viktoria.schildhammer@univie.ac.at).