SOTAVerified

Graph Representation Learning

The goal of Graph Representation Learning is to construct a set of features (‘embeddings’) representing the structure of the graph and the data thereon. We can distinguish among Node-wise embeddings, representing each node of the graph, Edge-wise embeddings, representing each edge in the graph, and Graph-wise embeddings representing the graph as a whole.

Source: SIGN: Scalable Inception Graph Neural Networks

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 126–150 of 982 papers

TitleStatusHype
MAGNET: Multi-Label Text Classification using Attention-based Graph Neural NetworkCode1
GRAPE for Fast and Scalable Graph Processing and random walk-based EmbeddingCode1
Graph Contrastive Learning Meets Graph Meta Learning: A Unified Method for Few-shot Node TasksCode1
Generalized Graph Prompt: Toward a Unification of Pre-Training and Downstream Tasks on GraphsCode1
GCondenser: Benchmarking Graph CondensationCode1
Generating a Doppelganger Graph: Resembling but DistinctCode1
Catastrophic Forgetting in Deep Graph Networks: an Introductory Benchmark for Graph ClassificationCode1
FTM: A Frame-level Timeline Modeling Method for Temporal Graph Representation LearningCode1
GCC: Graph Contrastive Coding for Graph Neural Network Pre-TrainingCode1
Unleashing the Power of Graph Data Augmentation on Covariate Distribution ShiftCode1
Geometry-Complete Perceptron Networks for 3D Molecular GraphsCode1
CCGL: Contrastive Cascade Graph LearningCode1
A Representation Learning Framework for Property GraphsCode1
Generative Subgraph Contrast for Self-Supervised Graph Representation LearningCode1
Information Obfuscation of Graph Neural NetworksCode1
Certifiably Robust Graph Contrastive LearningCode1
COSTA: Covariance-Preserving Feature Augmentation for Graph Contrastive LearningCode1
Data Augmentation on Graphs: A Technical SurveyCode1
Decoupling Weighing and Selecting for Integrating Multiple Graph Pre-training TasksCode1
A Proposal of Multi-Layer Perceptron with Graph Gating Unit for Graph Representation Learning and its Application to Surrogate Model for FEMCode1
Graph External Attention Enhanced TransformerCode1
Deep Graph Contrastive Representation LearningCode1
Class-Imbalanced Learning on Graphs: A SurveyCode1
A step towards neural genome assemblyCode1
Fast Graph Representation Learning with PyTorch GeometricCode1
Show:102550
← PrevPage 6 of 40Next →

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Pi-net-linearError (mm)0.47—Unverified