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Grégoire Montavon

Technical University of Berlin

91

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8408

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Higher-Order Explanations of Graph Neural Networks via Relevant Walks

2022 IEEE Transactions on Pattern Analysis and Machine Intelligence
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Towards constraining Mars' thermal evolution using machine learning

2021
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Deep learning for surrogate modeling of two-dimensional mantle convection

2021
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Explaining Deep Neural Networks and Beyond: A Review of Methods and Applications.

2021 arXiv: Learning
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Learning Domain Invariant Representations by Joint Wasserstein Distance Minimization.

2021 arXiv: Machine Learning
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A Unifying Review of Deep and Shallow Anomaly Detection

2021
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Deep learning for surrogate modelling of 2D mantle convection

2021 arXiv: Earth and Planetary Astrophysics
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Machine-learning Inference of the Interior Structure of Low-mass Exoplanets

2020 The Astrophysical Journal
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Higher-Order Explanations of Graph Neural Networks via Relevant Walks.

2020 arXiv: Learning
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The Clever Hans Effect in Anomaly Detection.

2020 arXiv: Learning
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