Haufe, Stefan

10 publications

NeurIPS 2025 Correcting Misinterpretations of Additive Models Benedict Clark, Rick Wilming, Hjalmar Schulz, Rustam Zhumagambetov, Danny Panknin, Stefan Haufe

NeurIPS 2025 Minimizing False-Positive Attributions in Explanations of Non-Linear Models Anders Gjølbye, Stefan Haufe, Lars Kai Hansen

NeurIPSW 2024 Position: XAI Needs Formal Notions of Explanation Correctness Stefan Haufe, Rick Wilming, Benedict Clark, Rustam Zhumagambetov, Danny Panknin, Ahcene Boubekki

NeurIPSW 2024 The Effect of Whitening on Explanation Performance Benedict Clark, Stoyan Karastoyanov, Rick Wilming, Stefan Haufe

MLJ 2024 XAI-TRIS: Non-Linear Image Benchmarks to Quantify False Positive Post-Hoc Attribution of Feature Importance Benedict Clark, Rick Wilming, Stefan Haufe

ICML 2023 Theoretical Behavior of XAI Methods in the Presence of Suppressor Variables Rick Wilming, Leo Kieslich, Benedict Clark, Stefan Haufe

MLJ 2022 Scrutinizing XAI Using Linear Ground-Truth Data with Suppressor Variables Rick Wilming, Céline Budding, Klaus-Robert Müller, Stefan Haufe

NeurIPS 2021 Efficient Hierarchical Bayesian Inference for Spatio-Temporal Regression Models in Neuroimaging Ali Hashemi, Yijing Gao, Chang Cai, Sanjay Ghosh, Klaus-Robert Müller, Srikantan S. Nagarajan, Stefan Haufe

NeurIPS 2019 A State-Space Model for Inferring Effective Connectivity of Latent Neural Dynamics from Simultaneous EEG/fMRI Tao Tu, John Paisley, Stefan Haufe, Paul Sajda

NeurIPS 2008 Estimating Vector Fields Using Sparse Basis Field Expansions Stefan Haufe, Vadim V. Nikulin, Andreas Ziehe, Klaus-Robert Müller, Guido Nolte