Workshop on the Theory of AI for Scientific Computing

June 30, 2025
Lyon, France
https://tasc-workshop.github.io

Submission deadline: May 23, 2025
Registration deadline: May 23, 2025

The Theory of AI for Scientific Computing (TASC) workshop will be held as part of COLT 2025 and aims to advance the theoretical understanding of AI-augmented scientific computing, including capabilities and limitations of recent methods, principled architectures, unique data-generation and training considerations when connecting ML to downstream tasks, the sample complexity potential of transfer learning and active sampling, and ensuring the robustness of deployed systems and the validity of new discoveries. Our goal is to foster new theory that can bridge the gap between rapid methodological developments and their ultimate goals: scientific understanding and deployable computational systems. Join us on June 30, 2025 in Lyon, France for an exciting program of keynotes, posters, awards, and discussions about building principled connections between learning, algorithms, and the physical sciences, identifying promising scientific computing objectives for AI, and formalizing theoretical problems that will inspire continued progress.