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12/15/2022
Graphon Pooling for Reducing Dimensionality of Signals and Convolutional Operators on Graphs
In this paper we propose a pooling approach for convolutional informatio...
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10/28/2022
Learning with Multigraph Convolutional Filters
In this paper, we introduce a convolutional architecture to perform lear...
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09/23/2022
Convolutional Learning on Multigraphs
Graph convolutional learning has led to many exciting discoveries in div...
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07/08/2022
Stability of Aggregation Graph Neural Networks
In this paper we study the stability properties of aggregation graph neu...
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08/23/2021
Convolutional Filtering and Neural Networks with Non Commutative Algebras
In this paper we provide stability results for algebraic neural networks...
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10/22/2020
Stability of Algebraic Neural Networks to Small Perturbations
Algebraic neural networks (AlgNNs) are composed of a cascade of layers e...
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10/22/2020
Quiver Signal Processing (QSP)
In this paper we state the basics for a signal processing framework on q...
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09/03/2020
Algebraic Neural Networks: Stability to Deformations
In this work we study the stability of algebraic neural networks (AlgNNs...
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03/03/2020