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 1126–1150 of 1949 papers

TitleStatusHype
Collaborative Filtering Approach to Link Prediction—0
A Neural Network for SemigroupsCode0
DynACPD Embedding Algorithm for Prediction Tasks in Dynamic Networks—0
Metapaths guided Neighbors aggregated Network for?Heterogeneous Graph Reasoning—0
A Relational-learning Perspective to Multi-label Chest X-ray Classification—0
Scalable Hypergraph Embedding System—0
Topology-Aware Correlations Between Relations for Inductive Link Prediction in Knowledge GraphsCode1
Universal Representation for Code—0
OAG-BERT: Towards A Unified Backbone Language Model For Academic Knowledge ServicesCode1
CogDL: A Comprehensive Library for Graph Deep LearningCode2
Self-supervised Auxiliary Learning for Graph Neural Networks via Meta-LearningCode1
Logic Embeddings for Complex Query AnsweringCode1
Pre-Training on Dynamic Graph Neural NetworksCode0
Graphfool: Targeted Label Adversarial Attack on Graph Embedding—0
Benchmarking Graph Neural Networks on Link Prediction—0
Multi-Task Attentive Residual Networks for Argument MiningCode1
Progresses and Challenges in Link Prediction—0
V2W-BERT: A Framework for Effective Hierarchical Multiclass Classification of Software VulnerabilitiesCode1
MagNet: A Neural Network for Directed GraphsCode1
Link Prediction with Persistent Homology: An Interactive ViewCode1
Link Prediction Approach to Recommender Systems—0
Knowledge Hypergraph Embedding Meets Relational AlgebraCode0
Fast Graph Learning with Unique Optimal SolutionsCode1
Evaluating Node Embeddings of Complex NetworksCode1
Temporal-Amount Snapshot MultiGraph for Ethereum Transaction Tracking—0
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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