Research
Please refer to my CV for selected publications, and to Google Scholar for a full list of publications.
ClimateSet
A large-scale climate model dataset for machine learning
Contributors
Julia Kaltenborn Charlotte Lange Venkatesh Ramesh Philippe Brouillard Yaniv Gurwicz Chandni Nagda Jakob Runge Peer Nowack David RolnickPublications
Neurips Dataset Track 2023
Causalpaca
Emulating climate models with causal machine learning
Contributors
Julia Kaltenborn Charlotte Lange Julien Boussard Sebastian Hickman Felix-Andreas Nahrstedt Sebastien Lachapelle Philippe Brouillard Francis Pelletier Annie-Shan Morin Matthew Fortier Ilija Trajkovic Chandni Nagda Mats-Leon Richter Yaniv Gurwicz Jakob Runge Peer Nowack David Rolnick
Snowdragon
Automatic classification of Snow Micro Pen profiles
Contributors
Julia Kaltenborn Amy Macfarlane Viviane Clay Martin Schneebeli
AI4Snow
Artificial Intelligence for Snow Cover in Mountain Regions
Contributors
European Space Agency German Aerospace Center enveo Environment and Climate Change Canada McGill University University of Saskatchewan
ML for TSMM
Predicting Snow Water Equivalent from Ku-band radar for the Terrestrial Snow Mass Mission
Caiclone
Tracking extra-tropical cyclones with Fourier Neural Operators
Contributors
Julia Kaltenborn Dr. Lenka Novak Prof. Jinlong Wu Prof. Tapio Schneider