Towards Unsupervised Deep Graph Structure Learning

This is the source code of paper Towards Unsupervised Deep Graph Structure Learning (SUBLIME).

REQUIREMENTS

This code requires the following:

• Python==3.7
• PyTorch==1.7.1
• DGL==0.7.1
• Numpy==1.20.2
• Scipy==1.6.3
• Scikit-learn==0.24.2
• Munkres==1.1.4
• ogb==1.3.1

USAGE

Step 1: All the scripts are included in the "scripts" folder. Please get into this folder first.

cd scripts

Step 2: Run the experiments you want:

[Cora]Node classification @ structure inference:

bash cora_si.sh

[Cora]Node classification @ structure refinement:

bash cora_sr.sh

[Cora]Node clustering @ structure refinement:

bash cora_clu.sh

[Citeseer]Node classification @ structure inference:

bash citeseer_si.sh

[Citeseer]Node classification @ structure refinement:

bash citeseer_sr.sh

[Citeseer]Node clustering @ structure refinement:

bash citeseer_clu.sh

[Pubmed]Node classification @ structure inference:

bash pubmed_si.sh

[Pubmed]Node classification @ structure refinement:

bash pubmed_sr.sh