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 701–750 of 1949 papers

TitleStatusHype
Item Tagging for Information Retrieval: A Tripartite Graph Neural Network based ApproachCode0
GenIC: An LLM-Based Framework for Instance Completion in Knowledge GraphsCode0
Expressive Higher-Order Link Prediction through Hypergraph Symmetry BreakingCode0
Iteratively Learning Representations for Unseen Entities with Inter-Rule CorrelationsCode0
GeoContrastNet: Contrastive Key-Value Edge Learning for Language-Agnostic Document UnderstandingCode0
Exploring Time Granularity on Temporal Graphs for Dynamic Link Prediction in Real-world NetworksCode0
Exploring the Role of Node Diversity in Directed Graph Representation LearningCode0
Community-Aware Temporal Walks: Parameter-Free Representation Learning on Continuous-Time Dynamic GraphsCode0
Exploring the Performance of Continuous-Time Dynamic Link Prediction AlgorithmsCode0
GLEE: Geometric Laplacian Eigenmap EmbeddingCode0
A Survey of Link Prediction in N-ary Knowledge GraphsCode0
Is a Single Vector Enough? Exploring Node Polysemy for Network EmbeddingCode0
Jack the Reader -- A Machine Reading FrameworkCode0
KG-BERT: BERT for Knowledge Graph CompletionCode0
Temporal Fact Reasoning over Hyper-Relational Knowledge GraphsCode0
ComDensE : Combined Dense Embedding of Relation-aware and Common Features for Knowledge Graph CompletionCode0
D-HYPR: Harnessing Neighborhood Modeling and Asymmetry Preservation for Digraph Representation LearningCode0
GNE: a deep learning framework for gene network inference by aggregating biological informationCode0
Investigating Robustness and Interpretability of Link Prediction via Adversarial ModificationsCode0
On the Ambiguity of Rank-Based Evaluation of Entity Alignment or Link Prediction MethodsCode0
Correcting Exposure Bias for Link RecommendationCode0
Combining Two And Three-Way Embeddings Models for Link Prediction in Knowledge BasesCode0
Interpretable Signed Link Prediction with Signed Infomax Hyperbolic GraphCode0
Exploring and Verbalizing Academic Ideas by Concept Co-occurrenceCode0
Commonsense Knowledge Base Completion with Structural and Semantic ContextCode0
Invariant Link Selector for Spatial-Temporal Out-of-Distribution ProblemCode0
IRT2: Inductive Linking and Ranking in Knowledge Graphs of Varying ScaleCode0
Exploiting Node Content for Multiview Graph Convolutional Network and Adversarial RegularizationCode0
Exploiting Meta-Learning-based Poisoning Attacks for Graph Link PredictionCode0
A Study on Knowledge Graph Embeddings and Graph Neural Networks for Web Of ThingsCode0
Integrating Social Determinants of Health into Knowledge Graphs: Evaluating Prediction Bias and Fairness in HealthcareCode0
Integrating Structural and Semantic Signals in Text-Attributed Graphs with BiGTexCode0
InteractE: Improving Convolution-based Knowledge Graph Embeddings by Increasing Feature InteractionsCode0
Completing Networks by Learning Local Connection PatternsCode0
Inferring Networks of Substitutable and Complementary ProductsCode0
Reliable Time Prediction in the Markov Stochastic Block ModelCode0
Influence-guided Data Augmentation for Neural Tensor CompletionCode0
Force-directed graph embedding with hops distanceCode0
Integrating Knowledge Graph embedding and pretrained Language Models in Hypercomplex SpacesCode0
Graph Coarsening via Convolution Matching for Scalable Graph Neural Network TrainingCode0
Graph Collaborative Attention Network for Link Prediction in Knowledge GraphsCode0
Attributed Network Embedding for Incomplete Attributed NetworksCode0
Inter-domain Multi-relational Link PredictionCode0
Is a Single Embedding Enough? Learning Node Representations that Capture Multiple Social ContextsCode0
Explainable Enrichment-Driven GrAph Reasoner (EDGAR) for Large Knowledge Graphs with Applications in Drug RepurposingCode0
Expeditious Generation of Knowledge Graph EmbeddingsCode0
A generalized method toward drug-target interaction prediction via low-rank matrix projectionCode0
Graph Convolutional Networks with EigenPoolingCode0
Graph Edit NetworksCode0
Inductive Link Prediction in Knowledge Graphs using Path-based Neural NetworksCode0
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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
8ComplEx-N3 (reciprocal)Hits@100.96—Unverified
9MEI (small)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