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DataFunSummit
DataFunSummit
Jun 26, 2023 · Artificial Intelligence

Advances in Graph Neural Networks and Graph Representation Learning for Protein Modeling

This article reviews the fundamentals of graph neural networks and graph representation learning, explains why proteins can be modeled as graphs, and surveys recent GNN‑based applications such as structure prediction, function annotation, protein design, and self‑supervised representation learning, concluding with future research directions.

AlphaFold2Deep LearningGraph Neural Networks
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Advances in Graph Neural Networks and Graph Representation Learning for Protein Modeling