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From Cora to Cosmos: How PyG 2.0 Scales GNNs for the Real World

TL;DR for operators PyG 2.0 is not mainly a “new GNN model” story. It is an infrastructure story. The paper presents PyTorch Geometric as a modular graph-learning stack that now covers storage, sampling, heterogeneous and temporal graph handling, neural message passing, acceleration, explainability, and application workflows such as relational deep learning and GraphRAG.1 ...

July 24, 2025 · 18 min · Zelina