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Path-Gradient Estimators for Continuous Normalizing Flows



Lorenz Vaitl , Kim A. Nicoli , Shinichi Nakajima , Pan Kessel

* 8 pages, 5 figures, 39th International Conference on Machine Learning 

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Diffeomorphic Counterfactuals with Generative Models



Ann-Kathrin Dombrowski , Jan E. Gerken , Klaus-Robert Müller , Pan Kessel


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Machine Learning of Thermodynamic Observables in the Presence of Mode Collapse



Kim A. Nicoli , Christopher Anders , Lena Funcke , Tobias Hartung , Karl Jansen , Pan Kessel , Shinichi Nakajima , Paolo Stornati

* 10 pages, 2 figures, Proceedings of the 38th International Symposium on Lattice Field Theory, 26th-30th July 2021, Zoom/[email protected] Institute of Technology 

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Deep learning for surrogate modelling of 2D mantle convection



Siddhant Agarwal , Nicola Tosi , Pan Kessel , Doris Breuer , Grégoire Montavon


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Towards Robust Explanations for Deep Neural Networks



Ann-Kathrin Dombrowski , Christopher J. Anders , Klaus-Robert Müller , Pan Kessel


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Fairwashing Explanations with Off-Manifold Detergent



Christopher J. Anders , Plamen Pasliev , Ann-Kathrin Dombrowski , Klaus-Robert Müller , Pan Kessel

* 22 pages with 43 figures, to be published in ICML2020 

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On Estimation of Thermodynamic Observables in Lattice Field Theories with Deep Generative Models



Kim A. Nicoli , Christopher J. Anders , Lena Funcke , Tobias Hartung , Karl Jansen , Pan Kessel , Shinichi Nakajima , Paolo Stornati

* 8 figures 

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Asymptotically Unbiased Generative Neural Sampling



Kim A. Nicoli , Shinichi Nakajima , Nils Strodthoff , Wojciech Samek , Klaus-Robert Müller , Pan Kessel

* 5 figures 

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