Node Classification on CLUSTER

12개 결과 · ⬇ CSV · JSON

Accuracy

Rank	Model	Accuracy	Paper	Code	Year
1	GRIT	80.026	Graph Inductive Biases in Transformers without Message Passing	liamma/grit · linusbao/MoSE	2023
2	EGT	79.232	Global Self-Attention as a Replacement for Graph Convolution	shamim-hussain/egt_pytorch · shamim-hussain/egt · shamim-hussain/egt_triangular	2021
3	GatedGCN+	79.128 ± 0.235	Unlocking the Potential of Classic GNNs for Graph-level Tasks: Simple Architectures Meet Excellence	LUOyk1999/GNNPlus	2025
4	CKGCN	79.003	CKGConv: General Graph Convolution with Continuous Kernels	networkslab/ckgconv	2024
5	Exphormer	78.22±0.045	Exphormer: Sparse Transformers for Graphs	hamed1375/exphormer	2023
6	NeuralWalker	78.189 ± 0.188	Learning Long Range Dependencies on Graphs via Random Walks	borgwardtlab/neuralwalker	2024
7	GPTrans-Nano	78.07	Graph Propagation Transformer for Graph Representation Learning	czczup/gptrans	2023
8	TIGT	78.033	Topology-Informed Graph Transformer	leemingo/tigt · leemingo/cy2mixer	2024
9	GPS	77.95	Recipe for a General, Powerful, Scalable Graph Transformer	rampasek/GraphGPS · hamed1375/exphormer · graphcore/ogb-lsc-pcqm4mv2 · +1	2022
10	EIGENFORMER	77.456	Graph Transformers without Positional Encodings		2024
11	ARGNP	77.35	Automatic Relation-aware Graph Network Proliferation	phython96/ARGNP	2022
12	GatedGCN-PE	76.08	Benchmarking Graph Neural Networks	graphdeeplearning/benchmarking-gnns · PaddlePaddle/PGL · PaddlePaddle/PGL · +12	2020