Grégoire Montavon
Berliner Institut für Sozialforschung(DE)
Publications by Year
Research Areas
Explainable Artificial Intelligence (XAI), Machine Learning and Data Classification, Anomaly Detection Techniques and Applications, Adversarial Robustness in Machine Learning, Generative Adversarial Networks and Image Synthesis
Most-Cited Works
- → On Pixel-Wise Explanations for Non-Linear Classifier Decisions by Layer-Wise Relevance Propagation(2015)4,469 cited
- → Methods for interpreting and understanding deep neural networks(2017)2,639 cited
- → Neural Networks: Tricks of the Trade(2012)2,130 cited
- → Explaining nonlinear classification decisions with deep Taylor decomposition(2016)1,373 cited
- → Explainable AI: Interpreting, Explaining and Visualizing Deep Learning(2019)1,306 cited
- → Explaining Deep Neural Networks and Beyond: A Review of Methods and Applications(2021)1,230 cited
- → Evaluating the Visualization of What a Deep Neural Network Has Learned(2016)1,125 cited
- → Layer-Wise Relevance Propagation: An Overview(2019)736 cited
- → Assessment and Validation of Machine Learning Methods for Predicting Molecular Atomization Energies(2013)634 cited
- → Machine learning of molecular electronic properties in chemical compound space(2013)392 cited