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 126–150 of 1192 papers

Title	Date	Tasks	Status	Hype	Score
NESS: Node Embeddings from Static SubGraphs	Mar 15, 2023	Contrastive LearningGraph Embedding	CodeCode Available	1	5
Efficient Hyper-parameter Search for Knowledge Graph Embedding	May 1, 2022	AutoMLGraph Embedding	CodeCode Available	1	5
Brain Graph Super-Resolution Using Adversarial Graph Neural Network with Application to Functional Brain Connectivity	May 2, 2021	Graph EmbeddingGraph Neural Network	CodeCode Available	1	5
Efficient Non-Sampling Knowledge Graph Embedding	Apr 21, 2021	Graph EmbeddingKnowledge Graph Embedding	CodeCode Available	1	5
Embedding API Dependency Graph for Neural Code Generation	Mar 29, 2021	Code GenerationDecoder	CodeCode Available	1	5
Expressive Power of Invariant and Equivariant Graph Neural Networks	Jun 28, 2020	Graph Embedding	CodeCode Available	1	5
Bilinear Scoring Function Search for Knowledge Graph Learning	Jul 1, 2021	AutoMLGraph Embedding	CodeCode Available	1	5
An energy-based model for neuro-symbolic reasoning on knowledge graphs	Oct 4, 2021	Automated Theorem ProvingGraph Embedding	CodeCode Available	1	5
Efficient Relation-aware Scoring Function Search for Knowledge Graph Embedding	Apr 22, 2021	AutoMLGraph Embedding	CodeCode Available	1	5
Representation Learning for Attributed Multiplex Heterogeneous Network	May 5, 2019	Graph EmbeddingInductive Learning	CodeCode Available	1	5
Combinatorial Optimization by Graph Pointer Networks and Hierarchical Reinforcement Learning	Nov 12, 2019	Combinatorial OptimizationGraph Embedding	CodeCode Available	1	5
Benchmark and Best Practices for Biomedical Knowledge Graph Embeddings	Jun 24, 2020	Graph EmbeddingKnowledge Graph Embedding	CodeCode Available	1	5
Can We Predict New Facts with Open Knowledge Graph Embeddings? A Benchmark for Open Link Prediction	Jul 1, 2020	Graph EmbeddingKnowledge Graph Embedding	CodeCode Available	1	5
BESS: Balanced Entity Sampling and Sharing for Large-Scale Knowledge Graph Completion	Nov 22, 2022	Graph EmbeddingKnowledge Graph Completion	CodeCode Available	1	5
Evaluating Node Embeddings of Complex Networks	Feb 16, 2021	Community DetectionGraph Embedding	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
Fast and Continual Knowledge Graph Embedding via Incremental LoRA	Jul 8, 2024	Graph EmbeddingKnowledge Graph Embedding	CodeCode Available	1	5
Accurate Learning of Graph Representations with Graph Multiset Pooling	Feb 23, 2021	Graph ClassificationGraph Clustering	CodeCode Available	1	5
Cleora: A Simple, Strong and Scalable Graph Embedding Scheme	Feb 3, 2021	Contrastive LearningCPU	CodeCode Available	1	5
Collaborative Translational Metric Learning	Jun 4, 2019	Graph EmbeddingKnowledge Graph Embedding	CodeCode Available	1	5
Bipartite Graph Embedding via Mutual Information Maximization	Dec 10, 2020	Graph EmbeddingLink Prediction	CodeCode Available	1	5
Adversarial Graph Embeddings for Fair Influence Maximization over Social Networks	May 8, 2020	ClusteringFairness	CodeCode Available	1	5
funcGNN: A Graph Neural Network Approach to Program Similarity	Jul 26, 2020	Code SearchGraph Embedding	CodeCode Available	1	5
An Unsupervised Framework for Comparing Graph Embeddings	May 29, 2019	Graph Embedding	CodeCode Available	1	5
AutoSF: Searching Scoring Functions for Knowledge Graph Embedding	Apr 26, 2019	AutoMLGraph Embedding	CodeCode Available	1	5

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Benchmark Results

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