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Prototypical-Open-World-Node-Classification

Prerequisits

Python version: 3.10.12 CUDA: 12.4 Dependencies in requirements.txt

Run the baselines

To reproduce the baseline numbers run the script of the respective baseline:

  • run_openwgl_experiment.sh
  • run_gcn_experiments.sh
  • run_openspectral_experiments.sh
  • run_openssl_experiments.sh

Run POWN

To get the POWN results you need to to run "main_results_pown.py" with a dataset and the number of baysian optimazation steps as count. For example for photo and a thousant optimization steps your run:

  • python3 main_results_pown.py --dataset photo --count 1000

Folders

In experiments you find yml files with a config for each experiment. Not mention parameters are set to the value in default_parameter.

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