Lectures and practical sessions

• Introduction to automatic differentiation

  Samuel Vaiter (CNRS & Université Côte d'Azur, Nice, France)

• Introduction to the JAX framework

  Pierre Glaser (University College London, UK)

• Neural networks in JAX: the equinox library

  Differentiable simulation with Diffrax: optimal control, inverse problems, and neural ODEs

  Jonathan Brodrick (Pasteur Labs & ISI, Edinburgh, UK)

• Optimal control of ordinary differential equations

  Killian Lutz & Claire Schnoebelen (Université de Strasbourg, Inria, France)

• Differentiable continuous and discontinuous Galerkin methods and numerical linear algebra

  Virgile Bertrand & Emmanuel Franck (Inria, Strasbourg, France)

• Machine Learning–Enhanced (Polytopal) Finite Element Methods

  Paola Antonietti (MOX, Milano, Italy)

• PINNs and other neural numerical methods

  Rémi Imbach (Inria, Strasbourg, France), Victor Michel-Dansac (Inria, Strasbourg, France), Nilo Schwencke (Inria & ENS Lyon, France)

• The Hybridization of Solvers and Deep Learning with Differentiable Physics

  Hands-on Data Assimilation and Neural-Hybrid Correctors in JAX

  Felix Köhler (Technische Universität München, Germany)

Applied Talks

• Deniz Bezgin & Aaron Buhendwa (Technische Universität München, Germany)

  JAX-Fluids: Differentiable CFD for Compressible Flows

• Sebastian Bodenstein & Anushan Fernando (Google DeepMind, London, UK):

  A JAX journey in building TORAX for plasma physics simulation

• Hugo Frezat (Institut des Géosciences de l'Environnement, Grenoble, France):

  Accelerating turbulent simulations of geophysical systems using differentiable programming

• Roxana Sublet (Université de Strasbourg, Inria, France):

  Parameter estimation in JAX for an agent-based model

• Claire Schnoebelen (Université de Strasbourg, Inria, France):

  Neural flows for Hamiltonian problems

Instructors for the practical sessions:

• Virgile Bertrand (Inria, Strasbourg, France)
• Emmanuel Franck (Inria, Strasbourg, France)
• Rémi Imbach (Inria, Strasbourg, France)
• Frédérique Lecourtier (Inria, Strasbourg, France)
• Killian Lutz (Université de Strasbourg, Inria, France)
• Claire Schnoebelen (Université de Strasbourg, Inria, France)
• Nilo Schwencke (Inria & ENS Lyon, France)