HyperAI超神経

Node Classification On Cluster

評価指標

Accuracy

評価結果

このベンチマークにおける各モデルのパフォーマンス結果

比較表
モデル名Accuracy
benchmarking-graph-neural-networks76.08
exphormer-sparse-transformers-for-graphs78.22±0.045
graph-inductive-biases-in-transformers80.026
automatic-relation-aware-graph-network77.35
graph-transformers-without-positional77.456
unlocking-the-potential-of-classic-gnns-for79.128 ± 0.235
recipe-for-a-general-powerful-scalable-graph77.95
graph-propagation-transformer-for-graph78.07
edge-augmented-graph-transformers-global-self79.232
topology-informed-graph-transformer78.033
ckgconv-general-graph-convolution-with79.003
learning-long-range-dependencies-on-graphs78.189 ± 0.188