Gerwinn, Sebastian

10 publications

ECML-PKDD 2024 Counterfactual-Based Root Cause Analysis for Dynamical Systems Juliane Weilbach, Sebastian Gerwinn, Karim Said Barsim, Martin Fränzle

ACML 2023 Estimation of Counterfactual Interventions Under Uncertainties Juliane Weilbach, Sebastian Gerwinn, Melih Kandemir, Martin Fraenzle

UAI 2023 Validation of Composite Systems by Discrepancy Propagation David Reeb, Kanil Patel, Karim Said Barsim, Martin Schiegg, Sebastian Gerwinn

AISTATS 2021 Learning Partially Known Stochastic Dynamics with Empirical PAC Bayes Manuel Haußmann, Sebastian Gerwinn, Andreas Look, Barbara Rakitsch, Melih Kandemir

NeurIPS 2018 Learning Gaussian Processes by Minimizing PAC-Bayesian Generalization Bounds David Reeb, Andreas Doerr, Sebastian Gerwinn, Barbara Rakitsch

JMLR 2011 In All Likelihood, Deep Belief Is Not Enough Lucas Theis, Sebastian Gerwinn, Fabian Sinz, Matthias Bethge

NeurIPS 2009 A Joint Maximum-Entropy Model for Binary Neural Population Patterns and Continuous Signals Sebastian Gerwinn, Philipp Berens, Matthias Bethge

NeurIPS 2009 Bayesian Estimation of Orientation Preference Maps Sebastian Gerwinn, Leonard White, Matthias Kaschube, Matthias Bethge, Jakob H. Macke

NeurIPS 2009 Neurometric Function Analysis of Population Codes Philipp Berens, Sebastian Gerwinn, Alexander Ecker, Matthias Bethge

NeurIPS 2007 Bayesian Inference for Spiking Neuron Models with a Sparsity Prior Sebastian Gerwinn, Matthias Bethge, Jakob H. Macke, Matthias Seeger