Source code of our ICML 2024 paper "Less is More: on the Over-Globalizing Problem in Graph Transformers"
To run our code, you should first configure your Python environment with Anaconda as follows:
conda create -n cobformer python=3.10
conda activate cobformer
conda install --yes --file requirements.txtWe have provided a run.sh file, and you can execute the commands within it to verify our results.
To avoid the high computational cost of calculating the cluster partition for the ogbn-products dataset in each run, you can pre-calculate the cluster partition by running the cal_partition.py script located in the Data folder.