2025
- Flow Annealed Importance Sampling Bootstrap meets Differentiable Particle Physics
Annalena Kofler, Vincent Stimper, Mikhail Mikhailenko, Michael Kagan, Lukas Heinrich
Machine Learning: Science and Technology, Focus on ML and the Physical Sciences, May 2025
Paper
Code
Data
Poster
Talk
- Fast and accurate parameter estimation of high-redshift sources with the Einstein Telescope
Filippo Santoliquido, Jacopo Tissino, Ulyana Dupletsa, Marica Branchesi, Jan Harms, Manuel Arca Sedda, Maximilian Dax, Annalena Kofler, Stephen R Green, Nihar Gupte, Isobel M Romero-Shaw, Emanuele Berti
preprint, April 2025
arXiv
- Flow Matching for Atmospheric Retrieval of Exoplanets: Where Reliability meets Adaptive Noise Levels
Timothy D. Gebhard, Jonas Wildberger, Maximilian Dax, Annalena Kofler, Daniel Angerhausen, Sascha P. Quanz, Bernhard Schölkopf
Astronomy & Astrophysics, 693 (A42), January 2025.
arXiv
Paper
Code
Data
DOI
Poster
2024