Code for the paper: "On the Bottleneck of Graph Neural Networks and Its Practical Implications"
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Apr 25, 2022 - Python
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over-squashing
Here are 7 public repositories matching this topic...
Code for our paper "Attending to Graph Transformers"
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Nov 20, 2023 - Python
This repository holds code and other relevant files for the Learning on Graphs 2022 tutorial "Graph Rewiring: From Theory to Applications in Fairness"
tutorial graph-neural-networks graph-representation-learning over-squashing oversquashing graph-rewiring learning-on-graphs
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Dec 20, 2022 - Jupyter Notebook
🐼PANDA: Expanded Width-Aware Message Passing Beyond Rewiring, ICML 2024
bottleneck icml graph-neural-networks over-squashing message-passing-neural-network oversquashing icml-2024
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Sep 14, 2024 - Python
Official implementation of the TPAMI 2023 paper "Growing Like a Tree: Finding Trunks From Graph Skeleton Trees"
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Dec 3, 2023 - Jupyter Notebook
Repository of the paper "On the Trade-off between Over-smoothing and Over-squashing in Deep Graph Neural Networks" published in ACM CIKM 2023
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Aug 8, 2023 - Python
Code for our paper "Attending to Graph Transformers"
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Updated
Feb 9, 2023 - Python
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