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

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Showing 651–700 of 1949 papers

TitleStatusHype
New Frontiers in Graph Autoencoders: Joint Community Detection and Link PredictionCode1
Graph Sequential Neural ODE Process for Link Prediction on Dynamic and Sparse GraphsCode1
Few-Shot Inductive Learning on Temporal Knowledge Graphs using Concept-Aware Information—0
FedRule: Federated Rule Recommendation System with Graph Neural NetworksCode1
Self-Supervised Graph Structure Refinement for Graph Neural NetworksCode1
Holder Recommendations using Graph Representation Learning & Link Prediction—0
Knowledge Graph Embedding: A Survey from the Perspective of Representation Spaces—0
KGLM: Integrating Knowledge Graph Structure in Language Models for Link PredictionCode1
Rethinking the positive role of cluster structure in complex networks for link prediction tasksCode0
An Empirical Study on Data Leakage and Generalizability of Link Prediction Models for Issues and Commits—0
DyG2Vec: Efficient Representation Learning for Dynamic GraphsCode0
Search to Pass Messages for Temporal Knowledge Graph CompletionCode1
Bi-Link: Bridging Inductive Link Predictions from Text via Contrastive Learning of Transformers and Prompts—0
Line Graph Contrastive Learning for Link PredictionCode0
PALT: Parameter-Lite Transfer of Language Models for Knowledge Graph CompletionCode1
LaundroGraph: Self-Supervised Graph Representation Learning for Anti-Money Laundering—0
Spiking Variational Graph Auto-Encoders for Efficient Graph Representation Learning—0
RulE: Knowledge Graph Reasoning with Rule EmbeddingCode1
DyCSC: Modeling the Evolutionary Process of Dynamic Networks Based on Cluster StructureCode0
A Survey on Graph Counterfactual Explanations: Definitions, Methods, Evaluation, and Research ChallengesCode1
A Magnetic Framelet-Based Convolutional Neural Network for Directed Graphs—0
Generalized Reciprocal Perspective—0
Along the Time: Timeline-traced Embedding for Temporal Knowledge Graph CompletionCode1
Deep Bidirectional Language-Knowledge Graph PretrainingCode2
Parameter-free Dynamic Graph Embedding for Link PredictionCode1
MetaFill: Text Infilling for Meta-Path Generation on Heterogeneous Information NetworksCode0
Inductive Logical Query Answering in Knowledge GraphsCode0
Linkless Link Prediction via Relational Distillation—0
SMiLE: Schema-augmented Multi-level Contrastive Learning for Knowledge Graph Link PredictionCode1
Towards Real-Time Temporal Graph LearningCode0
Geodesic Graph Neural Network for Efficient Graph Representation LearningCode1
Multi-task Self-supervised Graph Neural Networks Enable Stronger Task GeneralizationCode1
A Framework for Large Scale Synthetic Graph Dataset Generation—0
GIDN: A Lightweight Graph Inception Diffusion Network for High-efficient Link Prediction—0
TPGNN: Learning High-order Information in Dynamic Graphs via Temporal Propagation—0
RotateCT: Knowledge Graph Embedding by Rotation and Coordinate Transformation in Complex Space—0
Temporal Knowledge Graph Completion with Approximated Gaussian Process Embedding—0
Resource of Wikipedias in 31 Languages Categorized into Fine-Grained Named Entities—0
OpticE: A Coherence Theory-Based Model for Link Prediction—0
Symbolic Hyperdimensional Vectors with Sparse Graph Convolutional Neural NetworksCode0
Direct Embedding of Temporal Network Edges via Time-Decayed Line Graphs—0
MLPInit: Embarrassingly Simple GNN Training Acceleration with MLP InitializationCode1
Graph Neural Networks for Link Prediction with Subgraph SketchingCode1
MEIM: Multi-partition Embedding Interaction Beyond Block Term Format for Efficient and Expressive Link PredictionCode1
Graph Anomaly Detection with Graph Neural Networks: Current Status and Challenges—0
Predicting the Future of AI with AI: High-quality link prediction in an exponentially growing knowledge networkCode1
Finding Global Liquefied Natural Gas Potential Trade Relations Based on Improved Link Prediction—0
Sparse Vicious Attacks on Graph Neural NetworksCode0
Neural-Symbolic Entangled Framework for Complex Query Answering—0
Joint Language Semantic and Structure Embedding for Knowledge Graph CompletionCode0
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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