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Lorentzian-Residual-Neural-Networks

This repo contains the implementation for the paper "Lorentzian Residual Neural Networks" to be presented at KDD 2025.

Requirements

Organization

  • For our implementation on homophilous graphs for LResNet in GNN, see the homophilous folder.
  • For the implementation of LResNet in GNN on heterophilic graphs and LResNet in graph transformer, see the hetrophilic folder.
  • For LResNet in hyperbolic ResNet for image classification, see the Classification folder in Images.
  • For OOD robutness of LResNet, see the OOD-Detection folder in Images.
  • In each of the above foler, we provide an example foler that include examples of running our code with sensible hyperparameters. Please see each folder for more details.

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Official Implementation of Lorentzian Residual Neural Networks

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