Regular biography
Siddhartha Mishra is a Professor in the Department of Mathematics at ETH Zurich. His research interests are not explicitly detailed in the provided information. Prof. Mishra is affiliated with the Seminar for Applied Mathematics and is based at HG G 57.2, Rämistrasse 101, 8092 Zurich, Switzerland. His contact details and further information can be found on the department's people page.
Scholar-generated biography
Siddhartha Mishra is a Professor of Applied Mathematics at ETH Zurich, specializing in Computational Mathematics, AI for Science, and Scientific machine learning. His research focuses on developing advanced mathematical frameworks for deep learning applications in scientific domains. Mishra's work includes analyzing generalization errors in physics-informed neural networks, exploring Fourier neural operators, and designing entropy stable schemes for conservation laws. He also investigates graph neural networks, deep learning observables in fluid dynamics, and efficient foundation models for PDEs. His contributions span both theoretical and applied aspects of machine learning in computational science.