Valentin Duruisseaux

I am a Postdoctoral Researcher in the Computing and Mathematical Sciences department at Caltech, within the Anima AI+Science Lab, focusing on the interplay between computational mathematics and machine learning, especially on the design and use of physics-informed machine learning approaches to accelerate numerical simulations and inverse design for scientific and engineering applications.

Research Interests:

• Accelerating Simulations and Inverse Design in Science and Engineering through AI

• Physics-Informed Deep Learning for Dynamical Systems and Differential Equations

• Large-Scale Scientific Foundation Models for Physical and Engineering Systems

• Numerical Analysis, Optimization, and Foundations of Scientific Computing