February 27, 2023 to March 3, 2023
Institute for Advanced Study of the Technische Universität München
Europe/Berlin timezone

Panel discussion on ML for physics interpretation

Mar 2, 2023, 12:00 PM
1h
Institute for Advanced Study of the Technische Universität München

Institute for Advanced Study of the Technische Universität München

Lichtenbergstraße 2a 85748 Garching Germany

Speakers

Chair: Alexander Rothkopf Members: Sebastian Wetzel Matteo Favoni Fernando Romero Lopez Miles Cranmer

Description

  1. Alexander Rothkopf: Setting the stage – ML for physics interpretation
  2. Sebastian Wetzel: ML for identifying order parameters & effective d.o.f. in the context of phase transitions
  3. Matteo Favoni: ML for identifying defects and effective d.o.f. in the context of confinement
  4. Fernando Romero Lopez: ML for extraction of emergent d.o.f. in the context of scattering resonance
  5. Miles Cranmer: ML for inference of governing equations in the context of orbital mechanics (remote)
  6. Discussion with the audience

Presentation materials