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3 papers
Content Augmented Graph Neural Networks
Fatemeh Gholamzadeh Nasrabadi, AmirHossein Kashani, Pegah Zahedi +1
In recent years, graph neural networks (GNNs) have become a popular tool for solving various problems over graphs. In these models, the link structure of the graph is typically exp…
On the Theory of Dynamic Graph Regression Problem
Mostafa Haghir Chehreghani
Most of real-world graphs are dynamic, i.e., they change over time by a sequence of update operations. While the regression problem has been studied for static graphs and temporal…
Learning Representations from Dendrograms
Morteza Haghir Chehreghani, Mostafa Haghir Chehreghani
We propose unsupervised representation learning and feature extraction from dendrograms. The commonly used Minimax distance measures correspond to building a dendrogram with single…