ErUM-Data Workshop on Inverse Problems

This Workshop is hosted by the community organization DIG-UM with support from the BMBF-funded ErUM-Data-Hub.

The goal of the workshop is to get an overview on inverse problems in the ErUM-Data community, to discuss methods to solve them, and to foster exchange and cooperation between the ErUM-communities. In particular, the workshop is intended for early stage researchers.

Topics to be discussed include:

• Inverse problems in Research on Universe and Matter (ErUM)
• Bayesian reasoning
• Differential programming
• Generative models
• Score based models (incl. diffusion models)
• Dimensionality reduction
• ErUM strategy

Confirmed Speaker:

• Niels Thürey (TUM): Diffusion models
• Oliver Schulz (MPP): Differential and probabilistic programming
• Daniel Boschmann (EvalSpek-ML): Disassembling linear combinations into their constituent parts
• Philipp Frank (MPA, ErUM-IFT): Signal reconstruction for fields
• Frank Schreiber (Uni Tübingen, VIPR): Machine Learning for Surface Scattering
• Jonas Kreidelmeyer  (CFEL, 4D-KI-track): Multi-detector 3D reconstruction for Xray-Fluorescence Imaging

A registration fee of 80€ will be charged for the workshop. 

The call for abstracts ends on 27.10.2023.