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Grégoire Montavon

Researcher Next ID · RN-000268

Professor · Computer Science

Humboldt-Universität zu Berlin

Berlin, Germany

Not currently recruitingFunding unknown
Works count
167
Citation count
17,371
H-index
34
i10-index
60

About

167 publications and 17,369 citations recorded on OpenAlex.

Research interests

Computer Science
Explainable Artificial Intelligence (XAI)
Machine Learning and Data Classification
Adversarial Robustness in Machine Learning
Generative Adversarial Networks and Image Synthesis
Anomaly Detection Techniques and Applications

Publications

  • Explaining Deep Neural Networks and Beyond: A Review of Methods and Applications

    Proceedings of the IEEE · 2021 · 10.1109/jproc.2021.3060483

  • Methods for interpreting and understanding deep neural networks

    Digital Signal Processing · 2017 · 10.1016/j.dsp.2017.10.011

  • Explaining nonlinear classification decisions with deep Taylor decomposition

    Pattern Recognition · 2016 · 10.1016/j.patcog.2016.11.008

  • Evaluating the Visualization of What a Deep Neural Network Has Learned

    IEEE Transactions on Neural Networks and Learning Systems · 2016 · 10.1109/tnnls.2016.2599820

  • On Pixel-Wise Explanations for Non-Linear Classifier Decisions by Layer-Wise Relevance Propagation

    PLoS ONE · 2015 · 10.1371/journal.pone.0130140

Current projects

    No projects listed.