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cs.LG2022
Diffeomorphic Counterfactuals with Generative Models
Ann-Kathrin Dombrowski, Jan E. Gerken, Klaus-Robert Müller +1
Counterfactuals can explain classification decisions of neural networks in a human interpretable way. We propose a simple but effective method to generate such counterfactuals. Mor…
cs.CE2022
Automated Dissipation Control for Turbulence Simulation with Shell Models
Ann-Kathrin Dombrowski, Klaus-Robert Müller, Wolf Christian Müller
The application of machine learning (ML) techniques, especially neural networks, has seen tremendous success at processing images and language. This is because we often lack formal…