benedekrozemberczki /awesome-graph-classification
A collection of important graph embedding, classification and representation learning papers with implementations.
Python4805
graph-embedding 开源项目推荐（225 个）
graph-embedding 话题在 GitHub 上没有填写简介，这里按 Star 数汇总最相关的热门仓库。
20收录项目
2.8 万Star 总量
4覆盖语言
相关标签
热门项目 前 20
按 Star 数排序展示前 20 个 · GitHub 共 225 个仓库
alibaba /Alink
Alink是基于Flink的机器学习算法平台，由阿里巴巴计算平台的PRI团队开发。
Java3614
benedekrozemberczki /pytorch_geometric_temporal
PyTorch几何时态：利用神经机器学习模型处理时空信号（CICM 2021）
Python2997
alibaba /euler
分布式图深度学习框架。
C++2902
benedekrozemberczki /karateclub
空手道俱乐部：一个面向API的开源Python框架，用于图形无监督学习（CIKM 2020）
Python2291
THUDM /CogDL
CogDL: A Comprehensive Library for Graph Deep Learning (WWW 2023)
Python1820
palash1992 /GEM
该项目在 GitHub 上没有填写描述
Python1286
dsgiitr /graph_nets
PyTorch Implementation and Explanation of Graph Representation Learning papers: DeepWalk, GCN, GraphSAGE, ChebNet & GAT.
Jupyter Notebook1237
yueliu1999 /Awesome-Deep-Graph-Clustering
[IEEE T-TEK 2026] Awesome Deep Curve是SOTA、新型深度图集群方法（论文、代码和数据集）的集合。
Python1023
benedekrozemberczki /graph2vec
A parallel implementation of "graph2vec: Learning Distributed Representations of Graphs" (MLGWorkshop 2017).
Python934
benedekrozemberczki /SimGNN
A PyTorch implementation of "SimGNN: A Neural Network Approach to Fast Graph Similarity Computation" (WSDM 2019).
Python812
benedekrozemberczki /littleballoffur
Little Ball of Fur - A graph sampling extension library for NetworKit and NetworkX (CIKM 2020)
Python714
benedekrozemberczki /datasets
A repository of pretty cool datasets that I collected for network science and machine learning research.
657
marlin-codes /Awesome-Hyperbolic-Representation-and-Deep-Learning
关于双曲嵌入、双曲模型、双曲应用的论文列表
632
cvxgrp /pymde
Minimum-distortion embedding with PyTorch
Python594
FanzhenLiu /Awesome-Deep-Community-Detection
Deep and conventional community detection related papers, implementations, datasets, and tools.
564
mengfeizhang820 /Paperlist-for-Recommender-Systems
Recommender Systems Paperlist that I am interested in
445
Jhy1993 /Representation-Learning-on-Heterogeneous-Graph
Representation-Learning-on-Heterogeneous-Graph
441
benedekrozemberczki /APPNP
A PyTorch implementation of "Predict then Propagate: Graph Neural Networks meet Personalized PageRank" (ICLR 2019).
Python375
aravindsankar28 /DySAT
Representation learning on dynamic graphs using self-attention networks
Python317
关于这个话题
- 清单取自 GitHub 话题页并按 Star 数排序，每次展示前 20 个项目；原始页面见 https://github.com/topics/graph-embedding。
- 该话题在 GitHub 上共有 225 个仓库， 本站收录的是其中最热门的 20 个，不是全量列表。
- Star / Fork 每日自动刷新一次，实时数据以 GitHub 为准。
- 当前 20 个项目累计 2.8 万 Star，覆盖 4 种主要语言，数据更新于 2026-11-07。
- 中文介绍来自 GitHub 官方话题说明（github/explore）的机器翻译，可点「查看原文」对照；译文缺失时会先展示原文。