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Ordered Subgraph Aggregation Networks


Jun 28, 2022
Chendi Qian, Gaurav Rattan, Floris Geerts, Christopher Morris, Mathias Niepert

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* Fixed link to code repository 

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Expressiveness and Approximation Properties of Graph Neural Networks


Apr 10, 2022
Floris Geerts, Juan L. Reutter

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* 43 pages, accepted as oral presentation at ICLR 2022: https://openreview.net/forum?id=wIzUeM3TAU 

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On the expressive power of message-passing neural networks as global feature map transformers


Mar 17, 2022
Floris Geerts, Jasper Steegmans, Jan Van den Bussche

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* 17 pages, 1 figure 

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Graph Neural Networks with Local Graph Parameters


Jun 12, 2021
Pablo Barceló, Floris Geerts, Juan Reutter, Maksimilian Ryschkov

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The expressive power of kth-order invariant graph networks


Jul 23, 2020
Floris Geerts

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* 18 pages 

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Walk Message Passing Neural Networks and Second-Order Graph Neural Networks


Jun 16, 2020
Floris Geerts

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* 16 pages 

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Let's Agree to Degree: Comparing Graph Convolutional Networks in the Message-Passing Framework


Apr 06, 2020
Floris Geerts, Filip Mazowiecki, Guillermo A. Pérez

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* 22 pages 

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A Tight Upper Bound on the Number of Candidate Patterns


Nov 30, 2002
Floris Geerts, Bart Goethals, Jan Van den Bussche

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