SOTAVerified

Graph Embedding

Graph embeddings learn a mapping from a network to a vector space, while preserving relevant network properties.

( Image credit: GAT )

Papers

Showing 51100 of 1192 papers

TitleStatusHype
TIGER: Temporal Interaction Graph Embedding with RestartsCode1
Learning Representations of Bi-level Knowledge Graphs for Reasoning beyond Link PredictionCode1
Entity-Agnostic Representation Learning for Parameter-Efficient Knowledge Graph EmbeddingCode1
Robust Attributed Graph Alignment via Joint Structure Learning and Optimal TransportCode1
Sem@K: Is my knowledge graph embedding model semantic-aware?Code1
Analogical Inference Enhanced Knowledge Graph EmbeddingCode1
BESS: Balanced Entity Sampling and Sharing for Large-Scale Knowledge Graph CompletionCode1
RulE: Knowledge Graph Reasoning with Rule EmbeddingCode1
Along the Time: Timeline-traced Embedding for Temporal Knowledge Graph CompletionCode1
Parameter-free Dynamic Graph Embedding for Link PredictionCode1
Region2Vec: Community Detection on Spatial Networks Using Graph Embedding with Node Attributes and Spatial InteractionsCode1
MEIM: Multi-partition Embedding Interaction Beyond Block Term Format for Efficient and Expressive Link PredictionCode1
I Know What You Do Not Know: Knowledge Graph Embedding via Co-distillation LearningCode1
Localized Sparse Incomplete Multi-view ClusteringCode1
Neuro-symbolic computing with spiking neural networksCode1
μKG: A Library for Multi-source Knowledge Graph Embeddings and ApplicationsCode1
SCARA: Scalable Graph Neural Networks with Feature-Oriented OptimizationCode1
DHGE: Dual-View Hyper-Relational Knowledge Graph Embedding for Link Prediction and Entity TypingCode1
Hardware-agnostic Computation for Large-scale Knowledge Graph EmbeddingsCode1
Graph Neural Networks for Distributed Power Allocation in Wireless Networks: Aggregation Over-the-AirCode1
The DLCC Node Classification Benchmark for Analyzing Knowledge Graph EmbeddingsCode1
Start Small, Think Big: On Hyperparameter Optimization for Large-Scale Knowledge Graph EmbeddingsCode1
A Representation Learning Framework for Property GraphsCode1
Kronecker Decomposition for Knowledge Graph EmbeddingsCode1
CogKGE: A Knowledge Graph Embedding Toolkit and Benchmark for Representing Multi-source and Heterogeneous KnowledgeCode1
Efficient Hyper-parameter Search for Knowledge Graph EmbeddingCode1
PIE: a Parameter and Inference Efficient Solution for Large Scale Knowledge Graph Embedding ReasoningCode1
Temporal Knowledge Graph Reasoning with Low-rank and Model-agnostic RepresentationsCode1
Hierarchical Nearest Neighbor Graph Embedding for Efficient Dimensionality ReductionCode1
Sequence-to-Sequence Knowledge Graph Completion and Question AnsweringCode1
Knowledge Graph Embedding Methods for Entity Alignment: An Experimental ReviewCode1
Distributed-Memory Sparse Kernels for Machine LearningCode1
CAKE: A Scalable Commonsense-Aware Framework For Multi-View Knowledge Graph CompletionCode1
ARM3D: Attention-based relation module for indoor 3D object detectionCode1
HousE: Knowledge Graph Embedding with Householder ParameterizationCode1
Rethinking Graph Convolutional Networks in Knowledge Graph CompletionCode1
Revisiting Global Pooling through the Lens of Optimal TransportCode1
Representing Long-Range Context for Graph Neural Networks with Global AttentionCode1
Reasoning Through Memorization: Nearest Neighbor Knowledge Graph EmbeddingsCode1
Contrastive Laplacian EigenmapsCode1
Motif Graph Neural NetworkCode1
Implications of Topological Imbalance for Representation Learning on Biomedical Knowledge GraphsCode1
SHGNN: Structure-Aware Heterogeneous Graph Neural NetworkCode1
KGE-CL: Contrastive Learning of Tensor Decomposition Based Knowledge Graph EmbeddingsCode1
A Multi-purposed Unsupervised Framework for Comparing Embeddings of Undirected and Directed GraphsCode1
AirObject: A Temporally Evolving Graph Embedding for Object IdentificationCode1
Poisoning Knowledge Graph Embeddings via Relation Inference PatternsCode1
Spatio-Temporal Scene-Graph Embedding for Autonomous Vehicle Collision PredictionCode1
Parallel Training of Knowledge Graph Embedding Models: A Comparison of TechniquesCode1
Rot-Pro: Modeling Transitivity by Projection in Knowledge Graph EmbeddingCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1DeepGGEntropy Difference0Unverified