Graph Embedding

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

( Image credit: GAT )

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 176–200 of 1192 papers

Title	Date	Tasks	Status	Hype	Score
LouvainNE: Hierarchical Louvain Method for High Quality and Scalable Network Embedding	Feb 1, 2020	Community DetectionGraph Embedding	CodeCode Available	1	5
MAGNN: Metapath Aggregated Graph Neural Network for Heterogeneous Graph Embedding	Feb 5, 2020	ClusteringDiversity	CodeCode Available	1	5
MEIM: Multi-partition Embedding Interaction Beyond Block Term Format for Efficient and Expressive Link Prediction	Sep 30, 2022	Graph EmbeddingKnowledge Graph Embedding	CodeCode Available	1	5
A Representation Learning Framework for Property Graphs	Jun 27, 2022	Graph EmbeddingGraph Representation Learning	CodeCode Available	1	5
funcGNN: A Graph Neural Network Approach to Program Similarity	Jul 26, 2020	Code SearchGraph Embedding	CodeCode Available	1	5
Accurate Learning of Graph Representations with Graph Multiset Pooling	Feb 23, 2021	Graph ClassificationGraph Clustering	CodeCode Available	1	5
ARM3D: Attention-based relation module for indoor 3D object detection	Feb 20, 2022	3D Object DetectionGraph Embedding	CodeCode Available	1	5
Collaborative Translational Metric Learning	Jun 4, 2019	Graph EmbeddingKnowledge Graph Embedding	CodeCode Available	1	5
Combinatorial Optimization by Graph Pointer Networks and Hierarchical Reinforcement Learning	Nov 12, 2019	Combinatorial OptimizationGraph Embedding	CodeCode Available	1	5
AutoSF: Searching Scoring Functions for Knowledge Graph Embedding	Apr 26, 2019	AutoMLGraph Embedding	CodeCode Available	1	5
Multi-View Brain HyperConnectome AutoEncoder For Brain State Classification	Sep 24, 2020	ClassificationGeneral Classification	CodeCode Available	1	5
Contrastive Deep Nonnegative Matrix Factorization for Community Detection	Nov 4, 2023	Community DetectionContrastive Learning	CodeCode Available	1	5
Interstellar: Searching Recurrent Architecture for Knowledge Graph Embedding	Nov 17, 2019	Graph EmbeddingKnowledge Graph Embedding	CodeCode Available	1	5
Efficient Hyper-parameter Search for Knowledge Graph Embedding	May 1, 2022	AutoMLGraph Embedding	CodeCode Available	1	5
ECLARE: Extreme Classification with Label Graph Correlations	Jul 31, 2021	ClassificationExtreme Multi-Label Classification	CodeCode Available	1	5
Exploring Scholarly Data by Semantic Query on Knowledge Graph Embedding Space	Sep 17, 2019	Graph EmbeddingKnowledge Graph Completion	CodeCode Available	1	5
Parameter-free Dynamic Graph Embedding for Link Prediction	Oct 15, 2022	AttributeDynamic graph embedding	CodeCode Available	1	5
Efficient Relation-aware Scoring Function Search for Knowledge Graph Embedding	Apr 22, 2021	AutoMLGraph Embedding	CodeCode Available	1	5
Efficient, Simple and Automated Negative Sampling for Knowledge Graph Embedding	Oct 24, 2020	Generative Adversarial NetworkGraph Embedding	CodeCode Available	1	5
FusedMM: A Unified SDDMM-SpMM Kernel for Graph Embedding and Graph Neural Networks	Nov 7, 2020	Graph Embedding	CodeCode Available	1	5
Poincaré Embeddings for Learning Hierarchical Representations	May 22, 2017	Graph EmbeddingRepresentation Learning	CodeCode Available	1	5
Embedding API Dependency Graph for Neural Code Generation	Mar 29, 2021	Code GenerationDecoder	CodeCode Available	1	5
Graph Attention Networks	Oct 30, 2017	Document ClassificationGraph Attention	CodeCode Available	1	5
AirObject: A Temporally Evolving Graph Embedding for Object Identification	Nov 30, 2021	Graph AttentionGraph Embedding	CodeCode Available	1	5
HousE: Knowledge Graph Embedding with Householder Parameterization	Feb 16, 2022	Graph EmbeddingKnowledge Graph Embedding	CodeCode Available	1	5

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Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	DeepGG	Entropy Difference	0	—	Unverified