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Andreas Roth

Preventing Representational Rank Collapse in MPNNs by Splitting the Computational Graph

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Sep 17, 2024
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Simplifying the Theory on Over-Smoothing

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Jul 16, 2024
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Distilling Influences to Mitigate Prediction Churn in Graph Neural Networks

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Oct 02, 2023
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Rank Collapse Causes Over-Smoothing and Over-Correlation in Graph Neural Networks

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Aug 31, 2023
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Curvature-based Pooling within Graph Neural Networks

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Aug 31, 2023
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Forecasting Unobserved Node States with spatio-temporal Graph Neural Networks

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Nov 21, 2022
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Transforming PageRank into an Infinite-Depth Graph Neural Network

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Jul 01, 2022
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Medley2K: A Dataset of Medley Transitions

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Aug 25, 2020
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