Montavon, Gregoire

14 publications

NeurIPS 2024 MambaLRP: Explaining Selective State Space Sequence Models Farnoush Rezaei Jafari, Grégoire Montavon, Klaus-Robert Müller, Oliver Eberle

ICML 2023 Relevant Walk Search for Explaining Graph Neural Networks Ping Xiong, Thomas Schnake, Michael Gastegger, Grégoire Montavon, Klaus Robert Muller, Shinichi Nakajima

CVPR 2023 Shortcomings of Top-Down Randomization-Based Sanity Checks for Evaluations of Deep Neural Network Explanations Alexander Binder, Leander Weber, Sebastian Lapuschkin, Grégoire Montavon, Klaus-Robert Müller, Wojciech Samek

ICCVW 2023 Towards Fixing Clever-Hans Predictors with Counterfactual Knowledge Distillation Sidney Bender, Christopher J. Anders, Pattarawat Chormai, Heike Marxfeld, Jan Herrmann, Grégoire Montavon

ICML 2022 Efficient Computation of Higher-Order Subgraph Attribution via Message Passing Ping Xiong, Thomas Schnake, Grégoire Montavon, Klaus-Robert Müller, Shinichi Nakajima

ICML 2022 XAI for Transformers: Better Explanations Through Conservative Propagation Ameen Ali, Thomas Schnake, Oliver Eberle, Grégoire Montavon, Klaus-Robert Müller, Lior Wolf

MLOSS 2019 iNNvestigate Neural Networks! Maximilian Alber, Sebastian Lapuschkin, Philipp Seegerer, Miriam Hägele, Kristof T. Schütt, Grégoire Montavon, Wojciech Samek, Klaus-Robert Müller, Sven Dähne, Pieter-Jan Kindermans

CVPR 2016 Analyzing Classifiers: Fisher Vectors and Deep Neural Networks Sebastian Lapuschkin, Alexander Binder, Gregoire Montavon, Klaus-Robert Muller, Wojciech Samek

JMLR 2016 The LRP Toolbox for Artificial Neural Networks Sebastian Lapuschkin, Alexander Binder, Grégoire Montavon, Klaus-Robert Müller, Wojciech Samek

NeurIPS 2016 Wasserstein Training of Restricted Boltzmann Machines Grégoire Montavon, Klaus-Robert Müller, Marco Cuturi

AISTATS 2012 Deep Boltzmann Machines as Feed-Forward Hierarchies Gregoire Montavon, Mikio Braun, Klaus-Robert Muller

NeurIPS 2012 Learning Invariant Representations of Molecules for Atomization Energy Prediction Grégoire Montavon, Katja Hansen, Siamac Fazli, Matthias Rupp, Franziska Biegler, Andreas Ziehe, Alexandre Tkatchenko, Anatole V. Lilienfeld, Klaus-Robert Müller

JMLR 2011 Kernel Analysis of Deep Networks Grégoire Montavon, Mikio L. Braun, Klaus-Robert Müller

NeurIPS 2010 Layer-Wise Analysis of Deep Networks with Gaussian Kernels Grégoire Montavon, Klaus-Robert Müller, Mikio L. Braun