Popular GitHub Repositories for Message Passing Neural Network

A collection of projects using graph neural networks implemented from first principles, and using the PyTorch Geometric library

Message Passing Neural Networks for Simplicial and Cell Complexes

Equivariant Subgraph Aggregation Networks (ICLR 2022 Spotlight)

GREAD: Graph Neural Reaction-Diffusion Networks, ICML 2023

Understanding and Extending Subgraph GNNs by Rethinking their Symmetries (NeurIPS 2022 Oral)

Measuring generalization properties of graph neural networks

Official repository for On Over-Squashing in Message Passing Neural Networks (ICML 2023)

Official repository for Self-Attention Message Passing for Contrastive Few-Shot Learning

Master thesis: JAT (Jraph Attention Networks), a deep learning architecture to predict the potential energy and forces of molecules. Adapts Graph Attention Networks (GATv2) within the Message Passing Neural Networks framework to computational chemistry in JAX

?PANDA: Expanded Width-Aware Message Passing Beyond Rewiring, ICML 2024