Node Property Prediction on ogbn-proteins

Metric: Number of params (higher is better)

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#	Model↕	Number of params▼	Extra Data	Paper	Date↕	Code
1	LD+GAT	664233700	No	Label Deconvolution for Node Representation Lear...	2023-09-26	Code
2	RevGNN-Wide	68471608	No	Training Graph Neural Networks with 1000 Layers	2021-06-14	Code
3	RevGNN-Deep	20031384	No	Training Graph Neural Networks with 1000 Layers	2021-06-14	Code
4	GIPA(Wide&Deep)	17438716	No	GIPA: A General Information Propagation Algorith...	2023-01-19	Code
5	Node2vec	17094000	No	node2vec: Scalable Feature Learning for Networks	2016-07-03	Code
6	GAT+BOT+NGNN	11740552	No	Network In Graph Neural Network	2021-11-23	-
7	AGDN	8605486	No	Adaptive Graph Diffusion Networks	2020-12-30	Code
8	GAT + labels + node2vec	6360470	No	Graph Attention Networks	2017-10-30	Code
9	GIPA	4831056	No	GIPA: General Information Propagation Algorithm ...	2021-05-13	Code
10	GAT	2943472	No	Classic GNNs are Strong Baselines: Reassessing G...	2024-06-13	Code
11	GAT+BoT	2484192	No	Bag of Tricks for Node Classification with Graph...	2021-03-24	Code
12	GAT+EdgeFeatureAtt	2475232	No	Bag of Tricks for Node Classification with Graph...	2021-03-24	Code
13	GraphSAGE	2444896	No	Classic GNNs are Strong Baselines: Reassessing G...	2024-06-13	Code
14	DeeperGCN+FLAG	2374568	No	Robust Optimization as Data Augmentation for Lar...	2020-10-19	Code
15	DeeperGCN	2374568	No	DeeperGCN: All You Need to Train Deeper GCNs	2020-06-13	Code
16	DeepGCN	2374456	No	-	-	-
17	UniMP+CrossEdgeFeat	1959984	No	Masked Label Prediction: Unified Message Passing...	2020-09-08	Code
18	UniMP	1909104	No	Masked Label Prediction: Unified Message Passing...	2020-09-08	Code
19	MWE-DGCN	538544	No	-	-	-
20	GEN + FLAG + node2vec	487436	No	DeeperGCN: All You Need to Train Deeper GCNs	2020-06-13	Code
21	GeniePath-BS	316754	No	Bandit Samplers for Training Graph Neural Networks	2020-06-10	Code
22	GraphSAGE	193136	No	Inductive Representation Learning on Large Graphs	2017-06-07	Code
23	GCN	96880	No	Semi-Supervised Classification with Graph Convol...	2016-09-09	Code
24	MLP	96880	No	Open Graph Benchmark: Datasets for Machine Learn...	2020-05-02	Code
25	DVCNN	90608	No	-	-	-

#1LD+GATSOTA
664233700
Number of params· 2023-09-26
Label Deconvolution for Node Representation Learning on Large-scale Attributed Graphs against Learning Bias Code
#2RevGNN-WideSOTA
68471608
Number of params· 2021-06-14
Training Graph Neural Networks with 1000 Layers Code
#3RevGNN-Deep
20031384
Number of params· 2021-06-14
Training Graph Neural Networks with 1000 Layers Code
#4GIPA(Wide&Deep)
17438716
Number of params· 2023-01-19
GIPA: A General Information Propagation Algorithm for Graph Learning Code
#5Node2vecSOTA
17094000
Number of params· 2016-07-03
node2vec: Scalable Feature Learning for Networks Code
#6GAT+BOT+NGNN
11740552
Number of params· 2021-11-23
Network In Graph Neural Network
#7AGDN
8605486
Number of params· 2020-12-30
Adaptive Graph Diffusion Networks Code
#8GAT + labels + node2vec
6360470
Number of params· 2017-10-30
Graph Attention Networks Code
#9GIPA
4831056
Number of params· 2021-05-13
GIPA: General Information Propagation Algorithm for Graph Learning Code
#10GAT
2943472
Number of params· 2024-06-13
Classic GNNs are Strong Baselines: Reassessing GNNs for Node Classification Code
#11GAT+BoT
2484192
Number of params· 2021-03-24
Bag of Tricks for Node Classification with Graph Neural Networks Code
#12GAT+EdgeFeatureAtt
2475232
Number of params· 2021-03-24
Bag of Tricks for Node Classification with Graph Neural Networks Code
#13GraphSAGE
2444896
Number of params· 2024-06-13
Classic GNNs are Strong Baselines: Reassessing GNNs for Node Classification Code
#14DeeperGCN+FLAG
2374568
Number of params· 2020-10-19
Robust Optimization as Data Augmentation for Large-scale Graphs Code
#15DeeperGCN
2374568
Number of params· 2020-06-13
DeeperGCN: All You Need to Train Deeper GCNs Code
#16DeepGCN
2374456
Number of params
No paper
#17UniMP+CrossEdgeFeat
1959984
Number of params· 2020-09-08
Masked Label Prediction: Unified Message Passing Model for Semi-Supervised Classification Code
#18UniMP
1909104
Number of params· 2020-09-08
Masked Label Prediction: Unified Message Passing Model for Semi-Supervised Classification Code
#19MWE-DGCN
538544
Number of params
No paper
#20GEN + FLAG + node2vec
487436
Number of params· 2020-06-13
DeeperGCN: All You Need to Train Deeper GCNs Code
#21GeniePath-BS
316754
Number of params· 2020-06-10
Bandit Samplers for Training Graph Neural Networks Code
#22GraphSAGE
193136
Number of params· 2017-06-07
Inductive Representation Learning on Large Graphs Code
#23GCN
96880
Number of params· 2016-09-09
Semi-Supervised Classification with Graph Convolutional Networks Code
#24MLP
96880
Number of params· 2020-05-02
Open Graph Benchmark: Datasets for Machine Learning on Graphs Code
#25DVCNN
90608
Number of params
No paper