CFP: International Conference on Scientific Computing and Machine Learning (SCML25)

[Takashi Matsubara]

Dear all,

We are delighted to announce the call for papers for the International Conference on Scientific Computing and Machine Learning 2025 (SCML2025, http://scml.jp ), which will be held in Kyoto (and online) from March 3 to 7, 2025.

In recent years, machine learning methods for scientific computing, such as physics-informed neural networks and operator learning, have attracted much attention. Many methods are based on machine learning and/or theories of physics and/or computational mathematics. This conference aims to showcase the latest research in these areas, which have been fragmented while pursuing research in the same direction, to bridge the gap between them, and to promote collaboration.

Topics will include, but not limited to

- ML for scientific computing
- ML for model discovery
- Physics-informed neural networks
- Operator learning
- Geometric deep learning
- Numerical method for scientific computing
- Discrete mechanics
- Mathematics for ML for science
- Computational algebra for modeling and simulation

Several keynote/invited/tutorial talks will be scheduled. In particular, this year, we will invite as invited speakers a few students or young researchers (who have obtained a PhD degree within the five years, i.e., on January 1st, 2020 or later) who have published at least one paper related to scientific machine learning (SciML) in famous conferences such as NeurIPS, ICML, ICLR. Travel and accommodation expenses for those selected as invited speakers will be covered by the conference organizing committee. Those who wish to apply for this opportunity should send the paper accepted for the above conference to scml25-committee (at) geom.jp by December 13, 2024 (AOE). Please understand that we have a limited budget and that we need to screen applications.

Submitted papers will be reviewed by the Program Committee. All accepted papers will be made available to conference participants. However, the authors of the accepted papers can choose whether to include their paper in the conference proceedings and make it public, or keep it non-public (and hence non-archival). If they choose to keep it non-public (and non-archival), the authors retain the right to publish the paper elsewhere. Submission of papers that are under review or have been recently published in a conference or a journal is allowed; but, in that case, these papers cannot be included in the conference proceedings.

Please contact the organizers at scml25-committee (at) geom.jp or yaguchi at pearl.kobe-u.ac.jp with any questions.

Thank you very much indeed for your consideration.

SCML2025 Organizing Committee