Node Classification on PATTERN

11개 결과 · ⬇ CSV · JSON

Accuracy

Rank	Model	Accuracy	Paper	Code	Year
1	CKGCN	88.661	CKGConv: General Graph Convolution with Continuous Kernels	networkslab/ckgconv	2024
2	GRIT	87.196	Graph Inductive Biases in Transformers without Message Passing	liamma/grit · linusbao/MoSE	2023
3	GatedGCN+	87.029 ± 0.037	Unlocking the Potential of Classic GNNs for Graph-level Tasks: Simple Architectures Meet Excellence	LUOyk1999/GNNPlus	2025
4	NeuralWalker	86.977 ± 0.012	Learning Long Range Dependencies on Graphs via Random Walks	borgwardtlab/neuralwalker	2024
5	EGT	86.821	Global Self-Attention as a Replacement for Graph Convolution	shamim-hussain/egt_pytorch · shamim-hussain/egt · shamim-hussain/egt_triangular	2021
6	Exphormer	86.74	Exphormer: Sparse Transformers for Graphs	hamed1375/exphormer	2023
7	EIGENFORMER	86.738	Graph Transformers without Positional Encodings		2024
8	GPTrans-Nano	86.734±0.008	Graph Propagation Transformer for Graph Representation Learning	czczup/gptrans	2023
9	GPS	86.685	Recipe for a General, Powerful, Scalable Graph Transformer	rampasek/GraphGPS · hamed1375/exphormer · graphcore/ogb-lsc-pcqm4mv2 · +1	2022
10	TIGT	86.680	Topology-Informed Graph Transformer	leemingo/tigt · leemingo/cy2mixer	2024
11	GatedGCN	86.508	Benchmarking Graph Neural Networks	graphdeeplearning/benchmarking-gnns · PaddlePaddle/PGL · PaddlePaddle/PGL · +12	2020