SOTAVerified

Link Prediction

Link Prediction is a task in graph and network analysis where the goal is to predict missing or future connections between nodes in a network. Given a partially observed network, the goal of link prediction is to infer which links are most likely to be added or missing based on the observed connections and the structure of the network.

( Image credit: Inductive Representation Learning on Large Graphs )

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 751–775 of 1949 papers

TitleStatusHype
The maximum capability of a topological feature in link predictionCode0
ComDensE : Combined Dense Embedding of Relation-aware and Common Features for Knowledge Graph CompletionCode0
Deep Amortized Relational Model with Group-Wise Hierarchical Generative Process—0
A Representation Learning Framework for Property GraphsCode1
Language Models as Knowledge EmbeddingsCode1
Geometry Interaction Knowledge Graph EmbeddingsCode1
MultiSAGE: a multiplex embedding algorithm for inter-layer link prediction—0
Sampling Enclosing Subgraphs for Link PredictionCode0
Efficient and effective training of language and graph neural network models—0
Two-Dimensional Weisfeiler-Lehman Graph Neural Networks for Link PredictionCode1
Temporal Link Prediction via Adjusted Sigmoid Function and 2-Simplex Sructure—0
MetaGL: Evaluation-Free Selection of Graph Learning Models via Meta-LearningCode0
NAFS: A Simple yet Tough-to-beat Baseline for Graph Representation LearningCode0
Long Range Graph BenchmarkCode1
tBDFS: Temporal Graph Neural Network Leveraging DFSCode0
A Unification Framework for Euclidean and Hyperbolic Graph Neural NetworksCode0
Neo-GNNs: Neighborhood Overlap-aware Graph Neural Networks for Link PredictionCode1
Confidence-aware Self-Semantic Distillation on Knowledge Graph Embedding—0
Schema-Guided Event Graph Completion—0
On Calibration of Graph Neural Networks for Node ClassificationCode0
Introducing RezoJDM16k: a French KnowledgeGraph DataSet for Link Prediction—0
SpecNFS: A Challenge Dataset Towards Extracting Formal Models from Natural Language SpecificationsCode0
Automatic Relation-aware Graph Network ProliferationCode1
OOD Link Prediction Generalization Capabilities of Message-Passing GNNs in Larger Test GraphsCode0
Anchor Prediction: A Topic Modeling Approach—0
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All datasetsFB15k-237WN18RRWN18FB15kYAGO3-10ICEWS05-15ICEWS14CiteseerCoraPubmedWikidata5MGDELT

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1AutoKGEHits@100.56—Unverified
2CP-N3-RPHits@100.55—Unverified
3DistMult (after variational EM)Hits@100.55—Unverified
4KG-R3Hits@100.54—Unverified
5LASSHits@100.53—Unverified
6MDE_advHits@100.53—Unverified
7GFA-NNHits@100.52—Unverified
8KGRefinerHits@100.49—Unverified
9ComplEx NSCachingHits@100.48—Unverified
10LogicENNHits@100.47—Unverified
#ModelMetricClaimedVerifiedStatus
1MoCoKGCHits@100.88—Unverified
2KERMITHits@100.83—Unverified
3MoCoSAHits@100.82—Unverified
4SimKGCIB(+PB+SN)Hits@100.82—Unverified
5C-LMKE(bert-base)Hits@100.79—Unverified
6LASSHits@100.79—Unverified
7LP-BERTHits@100.75—Unverified
8KGLMHits@100.74—Unverified
9StAR(Self-Adp)Hits@100.71—Unverified
10PALTHits@100.69—Unverified
#ModelMetricClaimedVerifiedStatus
1OpenKE (han2018openke)training time (s)11—Unverified
2LibKGE (ruffinelli2020you)training time (s)10—Unverified
3GraphVite (zhu2019graphvite)training time (s)6—Unverified
4Inverse ModelHits@100.96—Unverified
5QuatDEHits@100.96—Unverified
6LineaREHits@100.96—Unverified
7AutoKGEHits@100.96—Unverified
8MEI (small)Hits@100.96—Unverified
9ComplEx-N3 (reciprocal)Hits@100.96—Unverified
10RotatEHits@100.96—Unverified
#ModelMetricClaimedVerifiedStatus
1OPTransEHits@100.9—Unverified
2AutoKGEMRR0.86—Unverified
3ComplEx-N3 (reciprocal)MRR0.86—Unverified
4LineaREMRR0.84—Unverified
5DistMult (after variational EM)MRR0.84—Unverified
6QuatEMRR0.83—Unverified
7SEEKMRR0.83—Unverified
8MEI-BTDMRR0.81—Unverified
9MEI (small)MRR0.8—Unverified
10pRotatEMRR0.8—Unverified