TasksSotADatasetsPapersMethodsSubmitAbout
Papers With Code 2

A community resource for machine learning research: papers, code, benchmarks, and state-of-the-art results.

Explore

Notable BenchmarksAll SotADatasetsPapersMethods

Community

Submit ResultsAbout

Data sourced from the PWC Archive (CC-BY-SA 4.0). Built by the community, for the community.

Papers/struc2vec: Learning Node Representations from Structural I...

struc2vec: Learning Node Representations from Structural Identity

Leonardo F. R. Ribeiro, Pedro H. P. Saverese, Daniel R. Figueiredo

2017-04-11Network EmbeddingNode ClassificationGraph Embedding
PaperPDFCodeCodeCodeCodeCode(official)

Abstract

Implementation and experiments of graph embedding algorithms.deep walk,LINE(Large-scale Information Network Embedding),node2vec,SDNE(Structural Deep Network Embedding),struc2vec

Results

TaskDatasetMetricValueModel
Node ClassificationWikipediaMacro-F10.19Struc2vec
Node ClassificationEximtradedataMacro-F10.216Struc2vec

Related Papers

SMART: Relation-Aware Learning of Geometric Representations for Knowledge Graphs2025-07-17Demystifying Distributed Training of Graph Neural Networks for Link Prediction2025-06-25Metapath-based Hyperbolic Contrastive Learning for Heterogeneous Graph Embedding2025-06-20Equivariance Everywhere All At Once: A Recipe for Graph Foundation Models2025-06-17Delving into Instance-Dependent Label Noise in Graph Data: A Comprehensive Study and Benchmark2025-06-14Graph Semi-Supervised Learning for Point Classification on Data Manifolds2025-06-13Devil's Hand: Data Poisoning Attacks to Locally Private Graph Learning Protocols2025-06-11Wasserstein Hypergraph Neural Network2025-06-11