HyperAI超神经

Node Classification On Pattern

评估指标

Accuracy

评测结果

各个模型在此基准测试上的表现结果

比较表格
模型名称Accuracy
exphormer-sparse-transformers-for-graphs86.74
learning-long-range-dependencies-on-graphs86.977 ± 0.012
graph-inductive-biases-in-transformers87.196
graph-transformers-without-positional86.738
graph-propagation-transformer-for-graph86.734±0.008
unlocking-the-potential-of-classic-gnns-for87.029 ± 0.037
benchmarking-graph-neural-networks86.508
edge-augmented-graph-transformers-global-self86.821
ckgconv-general-graph-convolution-with88.661
topology-informed-graph-transformer86.680
recipe-for-a-general-powerful-scalable-graph86.685