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Graph Property Prediction

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 11–20 of 56 papers

Title	Date	Tasks	Status	Hype	Score
A new perspective on building efficient and expressive 3D equivariant graph neural networks	Apr 7, 2023	Graph Property PredictionMolecular Property Prediction	CodeCode Available	1	5
How Attentive are Graph Attention Networks?	May 30, 2021	Graph AttentionGraph Classification	CodeCode Available	1	5
Graph Propagation Transformer for Graph Representation Learning	May 19, 2023	Graph LearningGraph Property Prediction	CodeCode Available	1	5
Breaking the Expressive Bottlenecks of Graph Neural Networks	Dec 14, 2020	Graph Property Prediction	CodeCode Available	1	5
Graph neural networks with configuration cross-attention for tensor compilers	May 26, 2024	Graph Property PredictionGraph Regression	CodeCode Available	1	5
Graph Property Prediction on Open Graph Benchmark: A Winning Solution by Graph Neural Architecture Search	Jul 13, 2022	feature selectionGraph Classification	CodeCode Available	1	5
GStarX: Explaining Graph Neural Networks with Structure-Aware Cooperative Games	Jan 28, 2022	AttributeFeature Importance	CodeCode Available	1	5
Data-Centric Learning from Unlabeled Graphs with Diffusion Model	Mar 17, 2023	DenoisingGraph Property Prediction	CodeCode Available	1	5
Geometric and Physical Quantities Improve E(3) Equivariant Message Passing	Oct 6, 2021	Graph Property Prediction	CodeCode Available	1	5
E(n) Equivariant Graph Neural Networks	Feb 19, 2021	Graph Property PredictionRepresentation Learning	CodeCode Available	1	5

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All datasets ogbg-molhiv ogbg-molpcba ogbg-code2 ogbg-ppa QM9

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	Graphormer	Number of params	47,183,040	—	Unverified
2	Graphormer (pre-trained on PCQM4M)	Number of params	47,183,040	—	Unverified
3	Graphormer + FPs	Number of params	47,085,378	—	Unverified
4	PAS+FPs	Number of params	26,706,953	—	Unverified
5	HyperFusion	Number of params	5,908,027	—	Unverified
6	P-WL	Number of params	4,600,000	—	Unverified
7	DeepAUC	Number of params	3,444,509	—	Unverified
8	GSN	Number of params	3,338,701	—	Unverified
9	GIN+virtual node	Number of params	3,336,306	—	Unverified
10	GIN+virtual node+FLAG	Number of params	3,336,306	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	HIG(pre-trained on PCQM4M)	Number of params	119,529,665	—	Unverified
2	Graphormer	Number of params	119,529,664	—	Unverified
3	Graphormer (pre-trained on PCQM4M)	Number of params	119,529,664	—	Unverified
4	TGT-Ag+TGT-At-DP	Number of params	47,000,000	—	Unverified
5	Nested GIN+virtual node (ensemble)	Number of params	44,187,480	—	Unverified
6	MorganFP+Rand. Forest	Number of params	29,440,000	—	Unverified
7	HyperFusino	Number of params	10,887,085	—	Unverified
8	HyperFusion	Number of params	10,887,085	—	Unverified
9	DGN	Number of params	6,732,696	—	Unverified
10	PNA	Number of params	6,550,839	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	GMAN+bag of tricks	Number of params	63,684,290	—	Unverified
2	DAGNN	Number of params	35,246,814	—	Unverified
3	SAT	Number of params	15,734,000	—	Unverified
4	DAGformer	Number of params	14,952,882	—	Unverified
5	SAT++ with Magnetic Laplacian	Number of params	14,378,069	—	Unverified
6	GIN+virtual node	Number of params	13,841,815	—	Unverified
7	GCN+virtual node	Number of params	12,484,310	—	Unverified
8	GIN	Number of params	12,390,715	—	Unverified
9	EGC-S (No Edge Features)	Number of params	11,156,530	—	Unverified
10	GCN	Number of params	11,033,210	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	PAS+F2GNN	Number of params	16,346,166	—	Unverified
2	GIN+	Number of params	8,173,605	—	Unverified
3	GCN+	Number of params	5,549,605	—	Unverified
4	GatedGCN+	Number of params	5,547,557	—	Unverified
5	GC-T+MCL(6.0)	Number of params	4,006,704	—	Unverified
6	ExpC*+bag of tricks	Number of params	3,758,642	—	Unverified
7	PAS	Number of params	3,717,160	—	Unverified
8	GIN+virtual node	Number of params	3,288,042	—	Unverified
9	GIN+virtual node+FLAG	Number of params	3,288,042	—	Unverified
10	DeeperGCN	Number of params	2,336,421	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	EGNN	Standardized MAE	1.23	—	Unverified
2	SEGNN	Standardized MAE	1.08	—	Unverified
3	EQGAT	Standardized MAE	0.86	—	Unverified
4	TorchMD-NET	Standardized MAE	0.84	—	Unverified
5	Geoformer	Standardized MAE	0.75	—	Unverified
6	Equiformer	Standardized MAE	0.7	—	Unverified
7	EquiformerV2	Standardized MAE	0.67	—	Unverified
8	GotenNet (Small)	Standardized MAE	0.6	—	Unverified
9	GotenNet (Base)	Standardized MAE	0.56	—	Unverified
10	GotenNet (Large)	Standardized MAE	0.52	—	Unverified