SOTAVerified

Link Property Prediction

Papers

Showing 110 of 13 papers

TitleStatusHype
Edge2Node: Reducing Edge Prediction to Node Classification0
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
1RelEnsNumber of params2,176,767,622Unverified
2StarGraph + TripleRE + TextNumber of params1,927,395,330Unverified
3ComplEx (250dim)Number of params1,250,569,500Unverified
4TransE (500dim)Number of params1,250,569,500Unverified
5DistMult (500dim)Number of params1,250,569,500Unverified
6RotatE (250dim)Number of params1,250,435,750Unverified
7Rot-ProNumber of params1,000,669,602Unverified
8RotProNumber of params1,000,669,602Unverified
9CompoundE3DNumber of params750,662,700Unverified
10tripleRENumber of params500,763,337Unverified