Learning Representations by Graphical Mutual Information Estimation and Maximization.
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DOI: 10.1109/tpami.2022.3147886
Abstract: The rich content in various real-world networks such as social networks, biological networks, and communication networks provides unprecedented opportunities for unsupervised machine learning on graphs. This paper investigates the fundamental problem of preserving and extracting… read more here.
Keywords: mutual information; graphical mutual; gmi; information estimation ... See more keywords