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 76–100 of 1949 papers

TitleStatusHype
Rethinking Link Prediction for Directed GraphsCode0
TGB-Seq Benchmark: Challenging Temporal GNNs with Complex Sequential DynamicsCode0
Graph Neural Networks for O-RAN Mobility Management: A Link Prediction Approach—0
Leveraging Joint Predictive Embedding and Bayesian Inference in Graph Self Supervised LearningCode0
Spectro-Riemannian Graph Neural Networks—0
PathE: Leveraging Entity-Agnostic Paths for Parameter-Efficient Knowledge Graph EmbeddingsCode0
Brain-inspired sparse training enables Transformers and LLMs to perform as fully connected—0
Beyond Message Passing: Neural Graph Pattern MachineCode1
Self-supervised Quantized Representation for Seamlessly Integrating Knowledge Graphs with Large Language Models—0
Heuristic-Informed Mixture of Experts for Link Prediction in Multilayer Networks—0
Random Walk Guided Hyperbolic Graph DistillationCode0
Utilizing Graph Neural Networks for Effective Link Prediction in Microservice Architectures—0
HierPromptLM: A Pure PLM-based Framework for Representation Learning on Heterogeneous Text-rich Networks—0
Community-Aware Temporal Walks: Parameter-Free Representation Learning on Continuous-Time Dynamic GraphsCode0
Adaptive Spatiotemporal Augmentation for Improving Dynamic Graph LearningCode0
Enhancing Graph Representation Learning with Localized Topological FeaturesCode1
Predict Confidently, Predict Right: Abstention in Dynamic Graph Learning—0
HyperQuery: Beyond Binary Link Prediction—0
Graph Contrastive Learning on Multi-label Classification for Recommendations—0
Coupled Hierarchical Structure Learning using Tree-Wasserstein Distance—0
Structure-Preference Enabled Graph Embedding Generation under Differential PrivacyCode0
CHAT: Beyond Contrastive Graph Transformer for Link Prediction in Heterogeneous Networks—0
DiffGraph: Heterogeneous Graph Diffusion ModelCode2
Multimodal Contrastive Representation Learning in Augmented Biomedical Knowledge GraphsCode1
Efficient Relational Context Perception for Knowledge Graph Completion—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