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 751–800 of 1949 papers

TitleStatusHype
The maximum capability of a topological feature in link predictionCode0
ComDensE : Combined Dense Embedding of Relation-aware and Common Features for Knowledge Graph CompletionCode0
Deep Amortized Relational Model with Group-Wise Hierarchical Generative Process—0
A Representation Learning Framework for Property GraphsCode1
Language Models as Knowledge EmbeddingsCode1
Geometry Interaction Knowledge Graph EmbeddingsCode1
MultiSAGE: a multiplex embedding algorithm for inter-layer link prediction—0
Sampling Enclosing Subgraphs for Link PredictionCode0
Efficient and effective training of language and graph neural network models—0
Two-Dimensional Weisfeiler-Lehman Graph Neural Networks for Link PredictionCode1
Temporal Link Prediction via Adjusted Sigmoid Function and 2-Simplex Sructure—0
MetaGL: Evaluation-Free Selection of Graph Learning Models via Meta-LearningCode0
NAFS: A Simple yet Tough-to-beat Baseline for Graph Representation LearningCode0
Long Range Graph BenchmarkCode1
tBDFS: Temporal Graph Neural Network Leveraging DFSCode0
A Unification Framework for Euclidean and Hyperbolic Graph Neural NetworksCode0
Neo-GNNs: Neighborhood Overlap-aware Graph Neural Networks for Link PredictionCode1
Confidence-aware Self-Semantic Distillation on Knowledge Graph Embedding—0
Schema-Guided Event Graph Completion—0
On Calibration of Graph Neural Networks for Node ClassificationCode0
Introducing RezoJDM16k: a French KnowledgeGraph DataSet for Link Prediction—0
SpecNFS: A Challenge Dataset Towards Extracting Formal Models from Natural Language SpecificationsCode0
Automatic Relation-aware Graph Network ProliferationCode1
OOD Link Prediction Generalization Capabilities of Message-Passing GNNs in Larger Test GraphsCode0
Anchor Prediction: A Topic Modeling Approach—0
Contributions to Representation Learning with Graph Autoencoders and Applications to Music Recommendation—0
Recipe for a General, Powerful, Scalable Graph TransformerCode2
Relphormer: Relational Graph Transformer for Knowledge Graph RepresentationsCode1
CEP3: Community Event Prediction with Neural Point Process on Graph—0
Learning Meta Representations of One-shot Relations for Temporal Knowledge Graph Link Prediction—0
Heterformer: Transformer-based Deep Node Representation Learning on Heterogeneous Text-Rich NetworksCode1
What's Behind the Mask: Understanding Masked Graph Modeling for Graph AutoencodersCode6
Learning Graph Structure from Convolutional Mixtures—0
Parallel and Distributed Graph Neural Networks: An In-Depth Concurrency Analysis—0
A Birds Eye View on Knowledge Graph Embeddings, Software Libraries, Applications and Challenges—0
KGNN: Distributed Framework for Graph Neural Knowledge Representation—0
CascadER: Cross-Modal Cascading for Knowledge Graph Link PredictionCode1
Kronecker Decomposition for Knowledge Graph EmbeddingsCode1
NDGGNET-A Node Independent Gate based Graph Neural Networks—0
Meta-Learning Based Knowledge Extrapolation for Knowledge Graphs in the Federated SettingCode1
Hybrid Transformer with Multi-level Fusion for Multimodal Knowledge Graph CompletionCode2
On Masked Language Models for Contextual Link Prediction—0
Do Pre-trained Models Benefit Knowledge Graph Completion? A Reliable Evaluation and a Reasonable ApproachCode1
Knowledge Graph Embedding by Adaptive Limit Scoring Loss Using Dynamic Weighting Strategy—0
PIE: a Parameter and Inference Efficient Solution for Large Scale Knowledge Graph Embedding ReasoningCode1
Hyperbolic Hierarchical Knowledge Graph Embeddings for Link Prediction in Low DimensionsCode0
Enhance Ambiguous Community Structure via Multi-strategy Community Related Link Prediction Method with Evolutionary ProcessCode0
TranSHER: Translating Knowledge Graph Embedding with Hyper-Ellipsoidal RestrictionCode0
Learning to Borrow -- Relation Representation for Without-Mention Entity-Pairs for Knowledge Graph CompletionCode0
Adaptive Pseudo-Siamese Policy Network for Temporal Knowledge Prediction—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