Bridging Computational Social Science and Deep Learning: Cultural Dissemination-Inspired Graph Neural Networks

Benchmark Model Rank Results
node-classification-on-citeseer-48-32-20-fixed-splitsAxelGNN–1:1 Accuracy: 77.98
node-classification-on-citeseer-48-32-20-fixed-splitsAxelGNN Sim–1:1 Accuracy: 78.25
node-classification-on-cora-48-32-20-fixed-splitsAxelGNN–1:1 Accuracy: 88.18
node-classification-on-cora-48-32-20-fixed-splitsAxelGNN Sim–1:1 Accuracy: 87.03
node-classification-on-cornellAxelGNN–Accuracy: 87.02
node-classification-on-cornellAxelGNN Sim–Accuracy: 84.04
node-classification-on-non-homophilic-heterophilic-graphs-on-cornell-48-32-20-fixed-splitsAxelGNN–1:1 Accuracy: 87.02
node-classification-on-non-homophilic-heterophilic-graphs-on-cornell-48-32-20-fixed-splitsAxelGNN Sim–1:1 Accuracy: 84.04
node-classification-on-non-homophilic-heterophilic-graphs-on-texas-48-32-20-fixed-splitsAxelGNN–1:1 Accuracy: 88.36
node-classification-on-non-homophilic-heterophilic-graphs-on-texas-48-32-20-fixed-splitsAxelGNN Sim–1:1 Accuracy: 86.23
node-classification-on-non-homophilic-heterophilic-graphs-on-wisconsin-48-32-20-fixed-splitsAxelGNN–1:1 Accuracy: 91.25
node-classification-on-non-homophilic-heterophilic-graphs-on-wisconsin-48-32-20-fixed-splitsAxelGNN Sim–1:1 Accuracy: 87.63
node-classification-on-pubmed-48-32-20-fixed-splitsAxelGNN–1:1 Accuracy: 89.83
node-classification-on-pubmed-48-32-20-fixed-splitsAxelGNN Sim–1:1 Accuracy: 88.92
node-classification-on-texasAxelGNN–Accuracy: 88.36
node-classification-on-texasAxelGNN Sim–Accuracy: 86.23
node-classification-on-wisconsinAxelGNN–Accuracy: 91.25
node-classification-on-wisconsinAxelGNN Sim–Accuracy: 87.63