Beyond Homophily with Graph Echo State Networks

Benchmark Model Rank Results
node-classification-on-actorGraph ESNAccuracy: 34.5 ± 0.8
node-classification-on-chameleonGraph ESNAccuracy: 76.2±1.2
node-classification-on-citeseer-fullGraph ESNAccuracy: 74.5±2.1
node-classification-on-cora-full-supervisedGraph ESNAccuracy: 86.0±1.0
node-classification-on-cornellGraph ESNAccuracy: 81.1±6.0
node-classification-on-pubmed-full-supervisedGraph ESNAccuracy: 89.2±0.3
node-classification-on-squirrelGraph ESNAccuracy: 71.2±1.5
node-classification-on-texasGraph ESNAccuracy: 84.3±4.4
node-classification-on-wisconsinGraph ESNAccuracy: 83.3±3.8