Search Results for author: Andreas Roth

Found 3 papers, 1 papers with code

Forecasting Unobserved Node States with spatio-temporal Graph Neural Networks

no code implementations21 Nov 2022 Andreas Roth, Thomas Liebig

Our framework can be combined with any spatio-temporal Graph Neural Network, that exploits spatio-temporal correlations with surrounding observed locations by using the network's graph structure.

Inductive Bias

Transforming PageRank into an Infinite-Depth Graph Neural Network

1 code implementation1 Jul 2022 Andreas Roth, Thomas Liebig

Popular graph neural networks are shallow models, despite the success of very deep architectures in other application domains of deep learning.

Graph Classification

Medley2K: A Dataset of Medley Transitions

no code implementations25 Aug 2020 Lukas Faber, Sandro Luck, Damian Pascual, Andreas Roth, Gino Brunner, Roger Wattenhofer

The automatic generation of medleys, i. e., musical pieces formed by different songs concatenated via smooth transitions, is not well studied in the current literature.

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