Original Code for Paper "CertNode: Robustness Certification Against Graph Injection Attacks via Randomized Smoothing"

The code of this work (CertNode) is partially based on repo of previous works (Bi-RS and AGNNCert).

Reproducing results

Creat a conda env according to environment.yml.

Run run_xxx.sh files

Name		Name	Last commit message	Last commit date
Latest commit History 2 Commits
CiteSeer/CiteSeer		CiteSeer/CiteSeer
Cora		Cora
PubMed/PubMed		PubMed/PubMed
attacks		attacks
computers/Computers		computers/Computers
datasets		datasets
.gitignore		.gitignore
README.md		README.md
analyze_retained_graph_stats.py		analyze_retained_graph_stats.py
certify.py		certify.py
dataset_loader.py		dataset_loader.py
environment.yml		environment.yml
gnnguard_models.py		gnnguard_models.py
main.py		main.py
main_adv.py		main_adv.py
main_attack.py		main_attack.py
main_attack_vanilla.py		main_attack_vanilla.py
main_gnnguard.py		main_gnnguard.py
models.py		models.py
plot.py		plot.py
run_graph.sh		run_graph.sh
run_node_RQ1.sh		run_node_RQ1.sh
run_node_RQ2_EmpAcc.sh		run_node_RQ2_EmpAcc.sh
run_node_RQ2_base_vs_EOT.sh		run_node_RQ2_base_vs_EOT.sh
run_node_RQ2_k.sh		run_node_RQ2_k.sh
run_node_RQ3.sh		run_node_RQ3.sh
run_node_RQ4_N1.sh		run_node_RQ4_N1.sh
run_node_RQ4_N2.sh		run_node_RQ4_N2.sh
run_node_RQ4_p_EmpAcc.sh		run_node_RQ4_p_EmpAcc.sh
run_node_RQ4_p_cert.sh		run_node_RQ4_p_cert.sh
run_node_RQ4_p_graphstats.sh		run_node_RQ4_p_graphstats.sh
run_node_RQ5.sh		run_node_RQ5.sh
train.py		train.py
utils.py		utils.py