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GNCA-torch

PyTorch Implementation of "Learning Graph Cellular Automata" (Grattarola et al. 2021) using PyTorch Geometric. Currently only supports fixed target experiments.

Dependencies:

torch torch_geometric matplotlib numpy scipy pygsp 

Usage:

Simply run e.g. for 2d grid graph (see argparse for further options):

python run_fixed_target.py --graphs Grid2d

test

Known issues:

  • Gradient clipping is not working properly with parameters from paper. This why it's disabled by default.
  • Open issues for any questions or bugs.

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PyTorch Implementation of "Learning Graph Cellular Automata" (Grattarola et al. 2021)

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