2019

Using Causal Inference to Globally Understand Black Box Predictors Beyond Saliency Maps.
Christian Reimers and Jakob Runge and Joachim Denzler.
Climate Informatics Workshop. 2019.
[bibtex] [pdf] [abstract]
Toy models to analyze emergent constraint approaches.
Xavier-Andoni Tibau and Christian Reimers and Veronika Eyring and Joachim Denzler and Markus Reichstein and Jakob Runge.
Geophysical Research Abstracts. 21 (EGU2019-16514): 2019. EGU General Assembly 2019
[bibtex]

2018

SupernoVAE: Using deep learning to find spatio-temporal dynamics in Earth system data.
Xavier-Andoni Tibau and Christian Requena-Mesa and Christian Reimers and Joachim Denzler and Veronika Eyring and Markus Reichstein and Jakob Runge.
. 2018.
[bibtex] [web]
SupernoVAE: VAE based Kernel-PCA for Analysis of Spatio-Temporal Earth Data.
Xavier-Andoni Tibau and Christian Requena-Mesa and Christian Reimers and Joachim Denzler and Veronika Eyring and Markus Reichstein and Jakob Runge.
Proceedings of the 8th International Workshop on Climate Informatics. Pages 73-76. 2018.
[bibtex] [web] [abstract]