https://github.com/joshniemela/bottleneckswithingnn

https://github.com/joshniemela/bottleneckswithingnn

Last synced: 3 months ago
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• Host: GitHub
• URL: https://github.com/joshniemela/bottleneckswithingnn
• Owner: joshniemela
• License: mit
• Created: 2024-07-03T14:21:01.000Z (12 months ago)
• Default Branch: main
• Last Pushed: 2025-01-12T22:32:13.000Z (5 months ago)
• Last Synced: 2025-01-12T23:19:45.816Z (5 months ago)
• Language: Typst
• Size: 5.5 MB
• Stars: 0
• Watchers: 2
• Forks: 0
• Open Issues: 2
• Metadata Files:
  • Readme: README.md
  • License: LICENSE

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README

        
# Bottlenecks within Graph Neural networks: A Study of Challenges and Mitigations

This project will explore the oversquashing problem in Graph Neural Networks (GNNs) and how it affects the ability for the model to learn long-range dependencies between nodes.

The project will also explore the use of topological information in the form of the dataset's graph structure to improve the model's ability to learn long-range dependencies.

Supervised by: Raghavendra Selvan