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 1276–1300 of 1949 papers

TitleStatusHype
EDoG: Adversarial Edge Detection For Graph Neural Networks—0
Towards Semantically Enriched Embeddings for Knowledge Graph Completion—0
Initialization for Network Embedding: A Graph Partition Approach—0
Effective Decoding in Graph Auto-Encoder using Triadic Closure—0
Effective Model Integration Algorithm for Improving Link and Sign Prediction in Complex Networks—0
TPGNN: Learning High-order Information in Dynamic Graphs via Temporal Propagation—0
t-PINE: Tensor-based Predictable and Interpretable Node Embeddings—0
Effects of Locality and Rule Language on Explanations for Knowledge Graph Embeddings—0
Trans4E: Link Prediction on Scholarly Knowledge Graphs—0
Efficient and effective training of language and graph neural network models—0
Efficient and Expressive Knowledge Base Completion Using Subgraph Feature Extraction—0
Adaptive Neighborhood Graph Construction for Inference in Multi-Relational Networks—0
TransGCN:Coupling Transformation Assumptions with Graph Convolutional Networks for Link Prediction—0
Sparse-Dyn: Sparse Dynamic Graph Multi-representation Learning via Event-based Sparse Temporal Attention Network—0
Efficient inference of overlapping communities in complex networks—0
Triple Classification for Scholarly Knowledge Graph Completion—0
Trivial bundle embeddings for learning graph representations—0
Trust from the past: Bayesian Personalized Ranking based Link Prediction in Knowledge Graphs—0
TSAM: Temporal Link Prediction in Directed Networks based on Self-Attention Mechanism—0
Efficient layout-aware pretraining for multimodal form understanding—0
AspEm: Embedding Learning by Aspects in Heterogeneous Information Networks—0
Efficiently Embedding Dynamic Knowledge Graphs—0
Tutorial on NLP-Inspired Network Embedding—0
Efficient Online Inference for Bayesian Nonparametric Relational Models—0
Type-based Neural Link Prediction Adapter for Complex Query Answering—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