Node Classification on PPI

Metric: F1 (higher is better)

LeaderboardDataset

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#	Model↕	F1▼	Extra Data	Paper	Date↕	Code
1	g2-MLP	99.71	No	-	-	Code
2	GCNII*	99.56	No	Simple and Deep Graph Convolutional Networks	2020-07-04	Code
3	GraphSAINT	99.5	No	GraphSAINT: Graph Sampling Based Inductive Learn...	2019-07-10	Code
4	SGAS	99.46	No	SGAS: Sequential Greedy Architecture Search	2019-11-30	Code
5	DenseMRGCN-14	99.43	No	DeepGCNs: Making GCNs Go as Deep as CNNs	2019-10-15	Code
6	ResMRGCN-28	99.41	No	DeepGCNs: Making GCNs Go as Deep as CNNs	2019-10-15	Code
7	GraphStar	99.4	No	Graph Star Net for Generalized Multi-Task Learning	2019-06-21	Code
8	Cluster-GCN	99.36	No	Cluster-GCN: An Efficient Algorithm for Training...	2019-05-20	Code
9	GaAN	98.7	No	GaAN: Gated Attention Networks for Learning on L...	2018-03-20	Code
10	JK-LSTM	97.6	No	Representation Learning on Graphs with Jumping K...	2018-06-09	Code
11	VQ-GNN (GAT)	97.37	No	VQ-GNN: A Universal Framework to Scale up Graph ...	2021-10-27	Code
12	GAT	97.3	No	Graph Attention Networks	2017-10-30	Code
13	SIGN	96.5	No	SIGN: Scalable Inception Graph Neural Networks	2020-04-23	Code
14	ClusterGCN	92.9	No	Cluster-GCN: An Efficient Algorithm for Training...	2019-05-20	Code
15	LGCN	77.2	No	Large-Scale Learnable Graph Convolutional Networks	2018-08-12	Code
16	GRACE	66.2	No	Deep Graph Contrastive Representation Learning	2020-06-07	Code
17	GraphSAGE	61.2	No	Inductive Representation Learning on Large Graphs	2017-06-07	Code