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 851–875 of 1949 papers

TitleStatusHype
Graph Self-supervised Learning with Accurate Discrepancy LearningCode1
Towards Loosely-Coupling Knowledge Graph Embeddings and Ontology-based Reasoning—0
Deep Dynamic Effective Connectivity Estimation from Multivariate Time Series—0
From Discrimination to Generation: Knowledge Graph Completion with Generative TransformerCode0
Modularity-Aware Graph Autoencoders for Joint Community Detection and Link PredictionCode1
PPPNE: Personalized proximity preserved network embedding—0
Collaborative filtering via heterogeneous neural networks—0
When Do Flat Minima Optimizers Work?Code1
Learning Representations of Entities and Relations—0
FairEGM: Fair Link Prediction and Recommendation via Emulated Graph Modification—0
Link Prediction with Contextualized Self-Supervision—0
Joint Learning of Hierarchical Community Structure and Node Representations: An Unsupervised Approach—0
Fair Node Representation Learning via Adaptive Data Augmentation—0
Unsupervised Graph Poisoning Attack via Contrastive Loss Back-propagationCode1
Decoupling the Depth and Scope of Graph Neural NetworksCode1
Network-based link prediction of scientific concepts -- a Science4Cast competition entryCode0
On Dyadic Fairness: Exploring and Mitigating Bias in Graph Connections—0
SigGAN : Adversarial Model for Learning Signed Relationships in Networks—0
RGL: A Simple yet Effective Relation Graph Augmented Prompt-based Tuning Approach for Few-Shot LearningCode0
Combinatorial Scientific Discovery: Finding New Concept Combinations Beyond Link Prediction—0
Learning to Borrow– Relation Representation for Without-Mention Entity-Pairs for Knowledge Graph Completion—0
KGRefiner: Knowledge Graph Refinement for Improving Accuracy of Translational Link Prediction Methods—0
Efficient layout-aware pretraining for multimodal form understanding—0
Structure Enhanced Graph Neural Networks for Link Prediction—0
Reasoning Through Memorization: Nearest Neighbor Knowledge Graph EmbeddingsCode1
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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