31 August 2026 to 4 September 2026
University of Malta
Europe/Malta timezone

End-to-end differentiable forward modeling and inverse inference for integral field spectroscopic data

2 Sept 2026, 14:00
20m
Aula Prima (University of Malta)

Aula Prima

University of Malta

Valletta Campus, St Paul Street Valletta VLT 1216, Malta

Speaker

Anna Lena Schaible

Description

Modern integral field spectroscopic (IFS) observations provide unprecedented detail of galaxy dynamics, but directly comparing these integrated light observations to discrete particle outputs from cosmological simulations remains challenging. Traditional forward-modeling tools are often CPU-bound and lack derivative information, hindering their application in modern gradient-assisted machine learning pipelines. To bridge this gap, we present RUBIX, an end-to-end differentiable pipeline built in JAX that directly forward-models particle-level inputs into mock IFS datacubes.

Presentation materials

There are no materials yet.