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 301–325 of 1949 papers

TitleStatusHype
MPXGAT: An Attention based Deep Learning Model for Multiplex Graphs EmbeddingCode0
Diffusion-based Negative Sampling on Graphs for Link PredictionCode1
Directed Criteria Citation Recommendation and Ranking Through Link Prediction—0
Multi-Relational Graph Neural Network for Out-of-Domain Link Prediction—0
Less is More: One-shot Subgraph Reasoning on Large-scale Knowledge GraphsCode0
xLP: Explainable Link Prediction for Master Data Management—0
Link Prediction for Social Networks using Representation Learning and Heuristic-based Features—0
Knowledge Graph Large Language Model (KG-LLM) for Link Prediction—0
A Differential Geometric View and Explainability of GNN on Evolving Graphs—0
RepoHyper: Search-Expand-Refine on Semantic Graphs for Repository-Level Code CompletionCode2
Task-Oriented GNNs Training on Large Knowledge Graphs for Accurate and Efficient ModelingCode0
Spectral Invariant Learning for Dynamic Graphs under Distribution ShiftsCode1
From Chain to Tree: Refining Chain-like Rules into Tree-like Rules on Knowledge Graphs—0
In-n-Out: Calibrating Graph Neural Networks for Link Prediction—0
Multi-perspective Improvement of Knowledge Graph Completion with Large Language ModelsCode2
RCoCo: Contrastive Collective Link Prediction across Multiplex Network in Riemannian Space—0
Unveiling Hidden Links Between Unseen Security Entities—0
OpenGraph: Towards Open Graph Foundation ModelsCode3
Scaling up Dynamic Edge Partition Models via Stochastic Gradient MCMC—0
Negative Sampling in Knowledge Graph Representation Learning: A Review—0
Hyperdimensional Representation Learning for Node Classification and Link Prediction—0
A Relation-Interactive Approach for Message Passing in Hyper-relational Knowledge Graphs—0
Link Prediction with Physics-Inspired Graph Neural Networks—0
Automating psychological hypothesis generation with AI: when large language models meet causal graph—0
SSTKG: Simple Spatio-Temporal Knowledge Graph for Intepretable and Versatile Dynamic Information EmbeddingCode0
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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