20% random splits)

37개 결과 · ⬇ CSV · JSON

1:1 Accuracy

Rank	Model	1:1 Accuracy	Paper	Code	Year
1	GNNDLD	77.72±0.84	GNNDLD: Graph Neural Network with Directional Label Distribution		2024
2	ACMII-GCN++	69.98 ± 1.53	Revisiting Heterophily For Graph Neural Networks	SitaoLuan/ACM-GNN	2022
3	ACMII-GCN+	69.81 ± 1.11	Revisiting Heterophily For Graph Neural Networks	SitaoLuan/ACM-GNN	2022
4	ACM-GCN+	69.26 ± 1.11	Revisiting Heterophily For Graph Neural Networks	SitaoLuan/ACM-GNN	2022
5	ACM-GCN++	68.56 ± 1.33	Revisiting Heterophily For Graph Neural Networks	SitaoLuan/ACM-GNN	2022
6	NFGNN	58.9±0.35	Node-oriented Spectral Filtering for Graph Neural Networks	SsGood/NFGNN	2022
7	ACM-Snowball-2	55.97 ± 2.03	Revisiting Heterophily For Graph Neural Networks	SitaoLuan/ACM-GNN	2022
8	ACM-Snowball-3	55.73 ± 2.39	Revisiting Heterophily For Graph Neural Networks	SitaoLuan/ACM-GNN	2022
9	ACMII-GCN	54.53 ± 2.09	Revisiting Heterophily For Graph Neural Networks	SitaoLuan/ACM-GNN	2022
10	ACMII-Snowball-2	53.48 ± 0.6	Revisiting Heterophily For Graph Neural Networks	SitaoLuan/ACM-GNN	2022
11	GCN+JK	53.40 ± 1.90	Revisiting Heterophily For Graph Neural Networks	SitaoLuan/ACM-GNN	2022
12	ACMII-Snowball-3	52.31 ± 1.57	Revisiting Heterophily For Graph Neural Networks	SitaoLuan/ACM-GNN	2022
13	GAT+JK	52.28 ± 3.61	Revisiting Heterophily For Graph Neural Networks	SitaoLuan/ACM-GNN	2022
14	BernNet	51.35 ± 0.73	BernNet: Learning Arbitrary Graph Spectral Filters via Bernstein Approximation	ivam-he/BernNet	2021
15	GPRGNN	49.93 ± 0.53	Adaptive Universal Generalized PageRank Graph Neural Network	jianhao2016/GPRGNN	2020
16	Snowball-3	48.25 ± 0.94	Break the Ceiling: Stronger Multi-scale Deep Graph Convolutional Networks	PwnerHarry/Stronger_GCN	2019
17	Snowball-2	47.88 ± 1.23	Break the Ceiling: Stronger Multi-scale Deep Graph Convolutional Networks	PwnerHarry/Stronger_GCN	2019
18	SGC-1	47.62 ± 1.27	Simplifying Graph Convolutional Networks	dmlc/dgl · dmlc/dgl · dmlc/dgl · +4	2019
19	HH-GCN	47.19 ± 1.21	Half-Hop: A graph upsampling approach for slowing down message passing	nerdslab/halfhop	2023
20	ACM-SGC-1	46.4 ± 1.13	Revisiting Heterophily For Graph Neural Networks	SitaoLuan/ACM-GNN	2022