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 1751–1775 of 1949 papers

TitleStatusHype
Graph Ordering: Towards the Optimal by Learning—0
Graph Partner Neural Networks for Semi-Supervised Learning on Graphs—0
Graph Pattern Entity Ranking Model for Knowledge Graph Completion—0
Adapting Neural Link Predictors for Data-Efficient Complex Query Answering—0
SnapE -- Training Snapshot Ensembles of Link Prediction Models—0
Graph Regularized Nonnegative Latent Factor Analysis Model for Temporal Link Prediction in Cryptocurrency Transaction Networks—0
Actionable Cyber Threat Intelligence using Knowledge Graphs and Large Language Models—0
Graph Representation Learning on Tissue-Specific Multi-Omics—0
Effective Model Integration Algorithm for Improving Link and Sign Prediction in Complex Networks—0
SANGEA: Scalable and Attributed Network Generation—0
Effective Decoding in Graph Auto-Encoder using Triadic Closure—0
Initialization for Network Embedding: A Graph Partition Approach—0
Scalability Matters: Overcoming Challenges in InstructGLM with Similarity-Degree-Based Sampling—0
Graph Structural Aggregation for Explainable Learning—0
A Survey on Hyperlink Prediction—0
AKE-GNN: Effective Graph Learning with Adaptive Knowledge Exchange—0
EDoG: Adversarial Edge Detection For Graph Neural Networks—0
Edge: Enriching Knowledge Graph Embeddings with External Text—0
Triple Classification for Scholarly Knowledge Graph Completion—0
GraphViz2Vec: A Structure-aware Feature Generation Model to Improve Classification in GNNs—0
Scalable Deep Generative Relational Models with High-Order Node Dependence—0
Edge2Node: Reducing Edge Prediction to Node Classification—0
EC-LDA : Label Distribution Inference Attack against Federated Graph Learning with Embedding Compression—0
GROWL: Group Detection With Link Prediction—0
G-SPARC: SPectral ARchitectures tackling the Cold-start problem in Graph learning—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