SOTAVerified

Link Property Prediction

Papers

Showing 1–10 of 13 papers

TitleStatusHype
Edge2Node: Reducing Edge Prediction to Node Classification—0
Temporal graph models fail to capture global temporal dynamicsCode0
Path-aware Siamese Graph Neural Network for Link PredictionCode0
D-HYPR: Harnessing Neighborhood Modeling and Asymmetry Preservation for Digraph Representation LearningCode0
Pairwise Learning for Neural Link PredictionCode1
VQ-GNN: A Universal Framework to Scale up Graph Neural Networks using Vector QuantizationCode1
Relation Prediction as an Auxiliary Training Objective for Improving Multi-Relational Graph RepresentationsCode1
Neural Bellman-Ford Networks: A General Graph Neural Network Framework for Link PredictionCode1
Embedding Knowledge Graphs Attentive to Positional and Centrality QualitiesCode0
Distance-Enhanced Graph Neural Network for Link PredictionCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1MPLPNumber of params749,757,283—Unverified
2HPE - Pre-trained InitializedNumber of params749,558,528—Unverified
3Node2vecNumber of params374,911,105—Unverified
4Matrix FactorizationNumber of params281,113,505—Unverified
5PLNLPNumber of params146,514,551—Unverified
6S3GRL (PoS Plus)Number of params142,275,001—Unverified
7GraphGPT(d1n30)Number of params133,096,832—Unverified
8GraphGPT(SMTP)Number of params46,784,128—Unverified
9NGNN + SEALNumber of params1,134,402—Unverified
10CFGNumber of params686,253—Unverified