SOTAVerified

Node Property Prediction

Papers

Showing 1–10 of 54 papers

TitleStatusHype
Classic GNNs are Strong Baselines: Reassessing GNNs for Node ClassificationCode2
Temporal Graph Benchmark for Machine Learning on Temporal GraphsCode2
SGFormer: Simplifying and Empowering Transformers for Large-Graph RepresentationsCode2
Harnessing Explanations: LLM-to-LM Interpreter for Enhanced Text-Attributed Graph Representation LearningCode2
Training Graph Neural Networks with 1000 LayersCode2
Open Graph Benchmark: Datasets for Machine Learning on GraphsCode2
SSD: Single Shot MultiBox DetectorCode2
Equivariance Everywhere All At Once: A Recipe for Graph Foundation ModelsCode1
Efficient Heterogeneous Graph Learning via Random ProjectionCode1
Higher-order Graph Convolutional Network with Flower-Petals Laplacians on Simplicial ComplexesCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1SimTeG+TAPE+RevGATNumber of params1,386,219,488—Unverified
2SimTeG+TAPE+GraphSAGENumber of params1,381,593,403—Unverified
3TAPE+RevGATNumber of params280,283,296—Unverified
4GLEM+RevGATNumber of params140,469,624—Unverified
5LD+REVGATNumber of params140,438,868—Unverified
6E2EG (use raw text)Number of params83,724,841—Unverified
7GCN+residual+node2vecNumber of params21,885,098—Unverified
8Node2vecNumber of params21,818,792—Unverified
9GraphZoom (Node2vec)Number of params8,963,624—Unverified
10LEGNN + AS-TrainNumber of params5,374,120—Unverified
#ModelMetricClaimedVerifiedStatus
1Node2vecNumber of params313,612,207—Unverified
2LD+GAMLPNumber of params144,331,677—Unverified
3GLEM+GIANT+SAGN+SCRNumber of params139,792,525—Unverified
4GLEM+EnGCNNumber of params139,633,805—Unverified
5GraphZoom (Node2vec)Number of params120,251,183—Unverified
6LD+GIANT+SAGN+SCRNumber of params110,636,896—Unverified
7E2EG (use raw text)Number of params66,793,520—Unverified
8SIGNNumber of params3,483,703—Unverified
9GAMLP+RLU+SCRNumber of params3,335,831—Unverified
10GAMLP+RLU+SCR+C&SNumber of params3,335,831—Unverified
#ModelMetricClaimedVerifiedStatus
1R-GSN + metapath2vecNumber of params309,777,252—Unverified
2GraphSAINT + metapath2vecNumber of params309,764,724—Unverified
3R-GSNNumber of params154,373,028—Unverified
4GraphSAINT (R-GCN aggr)Number of params154,366,772—Unverified
5ClusterGCN (R-GCN aggr)Number of params154,366,772—Unverified
6Full-batch R-GCNNumber of params154,366,772—Unverified
7R-GCN+FLAGNumber of params154,366,772—Unverified
8NeighborSampling (R-GCN aggr)Number of params154,366,772—Unverified
9MetaPath2vecNumber of params94,479,069—Unverified
10MetaPath2vecNumber of params94,479,069—Unverified
#ModelMetricClaimedVerifiedStatus
1LD+GATNumber of params664,233,700—Unverified
2RevGNN-WideNumber of params68,471,608—Unverified
3RevGNN-DeepNumber of params20,031,384—Unverified
4GIPA(Wide&Deep)Number of params17,438,716—Unverified
5Node2vecNumber of params17,094,000—Unverified
6GAT+BOT+NGNNNumber of params11,740,552—Unverified
7AGDNNumber of params8,605,486—Unverified
8GAT + labels + node2vecNumber of params6,360,470—Unverified
9GIPANumber of params4,831,056—Unverified
10GATNumber of params2,943,472—Unverified