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 1301–1325 of 1949 papers

TitleStatusHype
Type-Constrained Representation Learning in Knowledge Graphs—0
Efficient Parallel Multi-Hop Reasoning: A Scalable Approach for Knowledge Graph Analysis—0
Uncertainty-Matching Graph Neural Networks to Defend Against Poisoning Attacks—0
Understanding and Improvement of Adversarial Training for Network Embedding from an Optimization Perspective—0
Understanding Generalization in Node and Link Prediction—0
Understanding graph embedding methods and their applications—0
Understanding Higher-order Structures in Evolving Graphs: A Simplicial Complex based Kernel Estimation Approach—0
Association Rules Enhanced Knowledge Graph Attention Network—0
Understanding the Mechanisms Behind Structural Influences on Link Prediction: A Case Study on FB15k-237—0
Efficient Personalized Community Detection via Genetic Evolution—0
Unified Graph Networks (UGN): A Deep Neural Framework for Solving Graph Problems—0
Efficient Relational Context Perception for Knowledge Graph Completion—0
Unify Graph Learning with Text: Unleashing LLM Potentials for Session Search—0
Unifying Structure and Language Semantic for Efficient Contrastive Knowledge Graph Completion with Structured Entity Anchors—0
Unifying Text Semantics and Graph Structures for Temporal Text-attributed Graphs with Large Language Models—0
Efficient Variational Graph Autoencoders for Unsupervised Cross-domain Prerequisite Chains—0
Universal Link Predictor By In-Context Learning on Graphs—0
Universal Representation for Code—0
A statistical interpretation of spectral embedding: the generalised random dot product graph—0
Unsupervised Adversarial Graph Alignment with Graph Embedding—0
Unsupervised Adversarially-Robust Representation Learning on Graphs—0
Unsupervised Attributed Dynamic Network Embedding with Stability Guarantees—0
Eigen-GNN: A Graph Structure Preserving Plug-in for GNNs—0
Unsupervised Domain-adaptive Hash for Networks—0
Untargeted Adversarial Attack on Knowledge Graph Embeddings—0
Show:102550
← PrevPage 53 of 78Next →
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