SOTAVerified

Node Property Prediction

Papers

Showing 110 of 54 papers

TitleStatusHype
Equivariance Everywhere All At Once: A Recipe for Graph Foundation ModelsCode1
Mixture of Experts Meets Decoupled Message Passing: Towards General and Adaptive Node ClassificationCode0
Classic GNNs are Strong Baselines: Reassessing GNNs for Node ClassificationCode2
Efficient Heterogeneous Graph Learning via Random ProjectionCode1
Higher-order Graph Convolutional Network with Flower-Petals Laplacians on Simplicial ComplexesCode1
Long-range Meta-path Search on Large-scale Heterogeneous GraphsCode1
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
Spectral Heterogeneous Graph Convolutions via Positive Noncommutative PolynomialsCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1R-GSN + metapath2vecNumber of params309,777,252Unverified
2GraphSAINT + metapath2vecNumber of params309,764,724Unverified
3R-GSNNumber of params154,373,028Unverified
4R-GCN+FLAGNumber of params154,366,772Unverified
5ClusterGCN (R-GCN aggr)Number of params154,366,772Unverified
6NeighborSampling (R-GCN aggr)Number of params154,366,772Unverified
7Full-batch R-GCNNumber of params154,366,772Unverified
8GraphSAINT (R-GCN aggr)Number of params154,366,772Unverified
9MetaPath2vecNumber of params94,479,069Unverified
10MetaPath2vecNumber of params94,479,069Unverified