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 401–450 of 1949 papers

TitleStatusHype
Argumentative Link Prediction using Residual Networks and Multi-Objective LearningCode1
Streaming Graph Neural NetworksCode1
A Capsule Network-based Embedding Model for Knowledge Graph Completion and Search PersonalizationCode1
Hierarchical Graph Representation Learning with Differentiable PoolingCode1
Jack the Reader - A Machine Reading FrameworkCode1
Canonical Tensor Decomposition for Knowledge Base CompletionCode1
Hyperbolic Entailment Cones for Learning Hierarchical EmbeddingsCode1
Hyperspherical Variational Auto-EncodersCode1
VERSE: Versatile Graph Embeddings from Similarity MeasuresCode1
Link Prediction Based on Graph Neural NetworksCode1
Adversarially Regularized Graph Autoencoder for Graph EmbeddingCode1
Graph Attention NetworksCode1
Neural Factorization Machines for Sparse Predictive AnalyticsCode1
Convolutional 2D Knowledge Graph EmbeddingsCode1
Inductive Representation Learning on Large GraphsCode1
Graph Convolutional Matrix CompletionCode1
End-to-End Differentiable ProvingCode1
Modeling Relational Data with Graph Convolutional NetworksCode1
Variational Graph Auto-EncodersCode1
node2vec: Scalable Feature Learning for NetworksCode1
subgraph2vec: Learning Distributed Representations of Rooted Sub-graphs from Large GraphsCode1
LINE: Large-scale Information Network EmbeddingCode1
Embedding Entities and Relations for Learning and Inference in Knowledge BasesCode1
Topic Modeling and Link-Prediction for Material Property Discovery—0
Graph Collaborative Attention Network for Link Prediction in Knowledge GraphsCode0
Understanding Generalization in Node and Link Prediction—0
Context-Driven Knowledge Graph Completion with Semantic-Aware Relational Message Passing—0
Directed Link Prediction using GNN with Local and Global Feature Fusion—0
Demystifying Distributed Training of Graph Neural Networks for Link PredictionCode0
Call Me Maybe: Enhancing JavaScript Call Graph Construction using Graph Neural Networks—0
A Transfer Learning Framework for Multilayer Networks via Model Averaging—0
How do Probabilistic Graphical Models and Graph Neural Networks Look at Network Data?—0
Learnable Spatial-Temporal Positional Encoding for Link PredictionCode0
A Survey of Link Prediction in N-ary Knowledge GraphsCode0
Invariant Link Selector for Spatial-Temporal Out-of-Distribution ProblemCode0
Bridging Source and Target Domains via Link Prediction for Unsupervised Domain Adaptation on Graphs—0
GenIC: An LLM-Based Framework for Instance Completion in Knowledge GraphsCode0
Directed Homophily-Aware Graph Neural Network—0
Broad Spectrum Structure Discovery in Large-Scale Higher-Order NetworksCode0
Future Link Prediction Without Memory or AggregationCode0
Graph Guided Diffusion: Unified Guidance for Conditional Graph Generation—0
OCN: Effectively Utilizing Higher-Order Common Neighbors for Better Link Prediction—0
G1: Teaching LLMs to Reason on Graphs with Reinforcement Learning—0
Higher-order Structure Boosts Link Prediction on Temporal Graphs—0
EC-LDA : Label Distribution Inference Attack against Federated Graph Learning with Embedding Compression—0
A PID-Controlled Tensor Wheel Decomposition Model for Dynamic Link Prediction—0
Unify Graph Learning with Text: Unleashing LLM Potentials for Session Search—0
MPRM: A Markov Path-based Rule Miner for Efficient and Interpretable Knowledge Graph Reasoning—0
VITA: Versatile Time Representation Learning for Temporal Hyper-Relational Knowledge Graphs—0
VitaGraph: Building a Knowledge Graph for Biologically Relevant Learning TasksCode0
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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