oversquashing

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Code for the paper: "On the Bottleneck of Graph Neural Networks and Its Practical Implications"

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

Spectral Graph Pruning Against Over-squashing and Over-smoothing (NeurIPS 2024)

This project implements mechanisms to mitigate over-squashing, improving GNN performance on tasks requiring deep Networks.

Channel-capacity-constrained width and depth estimation for graph neural networks.

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