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 1–50 of 1949 papers

TitleStatusHype
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
Demystifying Distributed Training of Graph Neural Networks for Link PredictionCode0
Directed Link Prediction using GNN with Local and Global Feature Fusion—0
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
A Survey of Link Prediction in N-ary Knowledge GraphsCode0
Learnable Spatial-Temporal Positional Encoding for Link PredictionCode0
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
Graph Guided Diffusion: Unified Guidance for Conditional Graph Generation—0
Future Link Prediction Without Memory or AggregationCode0
OCN: Effectively Utilizing Higher-Order Common Neighbors for Better Link Prediction—0
G1: Teaching LLMs to Reason on Graphs with Reinforcement Learning—0
EC-LDA : Label Distribution Inference Attack against Federated Graph Learning with Embedding Compression—0
Higher-order Structure Boosts Link Prediction on Temporal Graphs—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
MUST: Multi-Scale Structural-Temporal Link Prediction Model for UAV Ad Hoc NetworksCode0
Open the Eyes of MPNN: Vision Enhances MPNN in Link Prediction—0
Learning from Samples: Inverse Problems over measures via Sharpened Fenchel-Young Losses—0
Structural Alignment in Link PredictionCode0
Social Biases in Knowledge Representations of Wikidata separates Global North from Global SouthCode0
Understanding the Mechanisms Behind Structural Influences on Link Prediction: A Case Study on FB15k-237—0
Scalability Matters: Overcoming Challenges in InstructGLM with Similarity-Degree-Based Sampling—0
ABG-NAS: Adaptive Bayesian Genetic Neural Architecture Search for Graph Representation LearningCode0
Skill Discovery for Software Scripting Automation via Offline Simulations with LLMs—0
MSGCN: Multiplex Spatial Graph Convolution Network for Interlayer Link Weight PredictionCode0
A Novel Graph Transformer Framework for Gene Regulatory Network Inference—0
Hierarchical Vector Quantized Graph Autoencoder with Annealing-Based Code SelectionCode1
Balancing Graph Embedding Smoothness in Self-Supervised Learning via Information-Theoretic DecompositionCode0
Integrating Structural and Semantic Signals in Text-Attributed Graphs with BiGTexCode0
Trajectory Encoding Temporal Graph NetworksCode0
Transfer Learning for Temporal Link PredictionCode0
GNN-ACLP: Graph Neural Networks based Analog Circuit Link Prediction—0
On Large-scale Evaluation of Embedding Models for Knowledge Graph Completion—0
A Systematic Evaluation of Knowledge Graph Embeddings for Gene-Disease Association PredictionCode0
FLASH: Flexible Learning of Adaptive Sampling from History in Temporal Graph Neural Networks—0
Knowledge Graph Completion with Relation-Aware Anchor EnhancementCode1
Exploiting Meta-Learning-based Poisoning Attacks for Graph Link PredictionCode0
Optimal Embedding Guided Negative Sample Generation for Knowledge Graph Link PredictionCode0
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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