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Node Property Prediction

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 1–10 of 54 papers

Title	Date	Tasks	Status	Hype
Classic GNNs are Strong Baselines: Reassessing GNNs for Node Classification	Jun 13, 2024	Node ClassificationNode Property Prediction	CodeCode Available	2
Temporal Graph Benchmark for Machine Learning on Temporal Graphs	Jul 3, 2023	Node Property PredictionProperty Prediction	CodeCode Available	2
SGFormer: Simplifying and Empowering Transformers for Large-Graph Representations	Jun 19, 2023	Node Property PredictionPhilosophy	CodeCode Available	2
Harnessing Explanations: LLM-to-LM Interpreter for Enhanced Text-Attributed Graph Representation Learning	May 31, 2023	Decision MakingGeneral Knowledge	CodeCode Available	2
Training Graph Neural Networks with 1000 Layers	Jun 14, 2021	GPUGraph Sampling	CodeCode Available	2
Open Graph Benchmark: Datasets for Machine Learning on Graphs	May 2, 2020	Knowledge GraphsNode Property Prediction	CodeCode Available	2
SSD: Single Shot MultiBox Detector	Dec 8, 2015	LIDAR Semantic SegmentationLow-Light Image Enhancement	CodeCode Available	2
Equivariance Everywhere All At Once: A Recipe for Graph Foundation Models	Jun 17, 2025	AllNode Classification	CodeCode Available	1
Efficient Heterogeneous Graph Learning via Random Projection	Oct 23, 2023	Graph LearningGraph Neural Network	CodeCode Available	1
Higher-order Graph Convolutional Network with Flower-Petals Laplacians on Simplicial Complexes	Sep 22, 2023	Node ClassificationNode Property Prediction	CodeCode Available	1

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Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	SimTeG+TAPE+RevGAT	Number of params	1,386,219,488	—	Unverified
2	SimTeG+TAPE+GraphSAGE	Number of params	1,381,593,403	—	Unverified
3	TAPE+RevGAT	Number of params	280,283,296	—	Unverified
4	GLEM+RevGAT	Number of params	140,469,624	—	Unverified
5	LD+REVGAT	Number of params	140,438,868	—	Unverified
6	E2EG (use raw text)	Number of params	83,724,841	—	Unverified
7	GCN+residual+node2vec	Number of params	21,885,098	—	Unverified
8	Node2vec	Number of params	21,818,792	—	Unverified
9	GraphZoom (Node2vec)	Number of params	8,963,624	—	Unverified
10	LEGNN + AS-Train	Number of params	5,374,120	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Node2vec	Number of params	313,612,207	—	Unverified
2	LD+GAMLP	Number of params	144,331,677	—	Unverified
3	GLEM+GIANT+SAGN+SCR	Number of params	139,792,525	—	Unverified
4	GLEM+EnGCN	Number of params	139,633,805	—	Unverified
5	GraphZoom (Node2vec)	Number of params	120,251,183	—	Unverified
6	LD+GIANT+SAGN+SCR	Number of params	110,636,896	—	Unverified
7	E2EG (use raw text)	Number of params	66,793,520	—	Unverified
8	SIGN	Number of params	3,483,703	—	Unverified
9	GAMLP+RLU+SCR	Number of params	3,335,831	—	Unverified
10	GAMLP+RLU+SCR+C&S	Number of params	3,335,831	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	R-GSN + metapath2vec	Number of params	309,777,252	—	Unverified
2	GraphSAINT + metapath2vec	Number of params	309,764,724	—	Unverified
3	R-GSN	Number of params	154,373,028	—	Unverified
4	GraphSAINT (R-GCN aggr)	Number of params	154,366,772	—	Unverified
5	ClusterGCN (R-GCN aggr)	Number of params	154,366,772	—	Unverified
6	Full-batch R-GCN	Number of params	154,366,772	—	Unverified
7	R-GCN+FLAG	Number of params	154,366,772	—	Unverified
8	NeighborSampling (R-GCN aggr)	Number of params	154,366,772	—	Unverified
9	MetaPath2vec	Number of params	94,479,069	—	Unverified
10	MetaPath2vec	Number of params	94,479,069	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	LD+GAT	Number of params	664,233,700	—	Unverified
2	RevGNN-Wide	Number of params	68,471,608	—	Unverified
3	RevGNN-Deep	Number of params	20,031,384	—	Unverified
4	GIPA(Wide&Deep)	Number of params	17,438,716	—	Unverified
5	Node2vec	Number of params	17,094,000	—	Unverified
6	GAT+BOT+NGNN	Number of params	11,740,552	—	Unverified
7	AGDN	Number of params	8,605,486	—	Unverified
8	GAT + labels + node2vec	Number of params	6,360,470	—	Unverified
9	GIPA	Number of params	4,831,056	—	Unverified
10	GAT	Number of params	2,943,472	—	Unverified