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 351–400 of 1949 papers

TitleStatusHype
A Theory of Link Prediction via Relational Weisfeiler-Leman on Knowledge GraphsCode1
DRew: Dynamically Rewired Message Passing with DelayCode1
Convolutional 2D Knowledge Graph EmbeddingsCode1
Convolutional Complex Knowledge Graph EmbeddingsCode1
Bring Your Own View: Graph Neural Networks for Link Prediction with Personalized Subgraph SelectionCode1
COO: Comic Onomatopoeia Dataset for Recognizing Arbitrary or Truncated TextsCode1
MLPInit: Embarrassingly Simple GNN Training Acceleration with MLP InitializationCode1
MMKG: Multi-Modal Knowledge GraphsCode1
Drug Similarity and Link Prediction Using Graph Embeddings on Medical Knowledge GraphsCode1
Modeling Relational Data with Graph Convolutional NetworksCode1
Treat Different Negatives Differently: Enriching Loss Functions with Domain and Range Constraints for Link PredictionCode1
Correlated Variational Auto-EncodersCode1
Learning from Counterfactual Links for Link PredictionCode1
Reviving the Context: Camera Trap Species Classification as Link Prediction on Multimodal Knowledge GraphsCode1
Representation Learning for Attributed Multiplex Heterogeneous NetworkCode1
Multi-Partition Embedding Interaction with Block Term Format for Knowledge Graph CompletionCode1
LPFormer: An Adaptive Graph Transformer for Link PredictionCode1
Multiresolution Equivariant Graph Variational AutoencoderCode1
Multi-Task Learning for Knowledge Graph Completion with Pre-trained Language ModelsCode1
Multi-task Self-supervised Graph Neural Networks Enable Stronger Task GeneralizationCode1
CrossWalk: Fairness-enhanced Node Representation LearningCode1
Neo-GNNs: Neighborhood Overlap-aware Graph Neural Networks for Link PredictionCode1
CSGCL: Community-Strength-Enhanced Graph Contrastive LearningCode1
Duality-Induced Regularizer for Tensor Factorization Based Knowledge Graph CompletionCode1
DHGE: Dual-View Hyper-Relational Knowledge Graph Embedding for Link Prediction and Entity TypingCode1
DyGLIP: A Dynamic Graph Model with Link Prediction for Accurate Multi-Camera Multiple Object TrackingCode1
Neural Graph Collaborative FilteringCode1
Beyond Message Passing: Neural Graph Pattern MachineCode1
Neural Link Prediction with Walk PoolingCode1
NeuralLog: a Neural Logic LanguageCode1
New Frontiers in Graph Autoencoders: Joint Community Detection and Link PredictionCode1
node2vec: Scalable Feature Learning for NetworksCode1
Entity-Agnostic Representation Learning for Parameter-Efficient Knowledge Graph EmbeddingCode1
Dynamic Graph Neural Networks for Sequential RecommendationCode1
Decoupling the Depth and Scope of Graph Neural NetworksCode1
A Unified Lottery Ticket Hypothesis for Graph Neural NetworksCode1
Dynamic Graph Information BottleneckCode1
EvoKG: Jointly Modeling Event Time and Network Structure for Reasoning over Temporal Knowledge GraphsCode1
Differentially Private Federated Knowledge Graphs EmbeddingCode1
PaGE-Link: Path-based Graph Neural Network Explanation for Heterogeneous Link PredictionCode1
Analyzing Knowledge Graph Embedding Methods from a Multi-Embedding Interaction PerspectiveCode1
PanRep: Graph neural networks for extracting universal node embeddings in heterogeneous graphsCode1
Parameter-free Dynamic Graph Embedding for Link PredictionCode1
Perception-Inspired Graph Convolution for Music Understanding TasksCode1
AutoSF: Searching Scoring Functions for Knowledge Graph EmbeddingCode1
DynWalks: Global Topology and Recent Changes Awareness Dynamic Network EmbeddingCode1
PIE: a Parameter and Inference Efficient Solution for Large Scale Knowledge Graph Embedding ReasoningCode1
Poisoning Knowledge Graph Embeddings via Relation Inference PatternsCode1
An AMR-based Link Prediction Approach for Document-level Event Argument ExtractionCode1
Graph Neural Networks for Link Prediction with Subgraph SketchingCode1
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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