dynamic-graph-embedding

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SpaceLearner /Awesome-DynamicGraphLearning

Awesome papers about machine learning (deep learning) on dynamic (temporal) graphs (networks / knowledge graphs).

deep-learning graph-neural-networks graph-neural-network temporal-network dynamic-network-embedding dynamic-graph-embedding temporal-graph

UpdatedJun 4, 2025
Shell

cchao0116 /EasyDGL

Star123

Code for paper "EasyDGL: Encode, Train and Interpret for Continuous-time Dynamic Graph Learning"

time-series traffic-data sequential-recommendation dynamic-graph-embedding

UpdatedMar 25, 2024
Python

jhljx /CTGCN

Star94

CTGCN: k-core based Temporal Graph Convolutional Network for Dynamic Graphs (accepted by IEEE TKDE in 2020)https://ieeexplore.ieee.org/document/9240056

edge-classification network-embedding link-prediction dynamic-graph-algorithm graph-embedding graph-convolutional-network node-classification graph-neural-networks graph-representation-learning dynamic-graphs graph-neural-network dynamic-graph-embedding dynamic-graph-processing temporal-graph-networks graph-embedding-approaches graph-centrality-prediction

UpdatedAug 25, 2025
Python

CRIPAC-DIG /DGSR

Star67

[TKDE 2022] The source code of "Dynamic Graph Neural Networks for Sequential Recommendation"

recommender-system graph-neural-networks sequential-recommendation dynamic-graph-embedding

UpdatedAug 3, 2024
Python

houchengbin /GloDyNE

Star65

GloDyNE: Global Topology Preserving Dynamic Network Embedding (accepted by IEEE TKDE in 2020)https://ieeexplore.ieee.org/document/9302718

network-embedding graph-embedding dynamic-networks dynamic-network-embedding dynamic-graph-embedding time-evolving-networks

UpdatedOct 3, 2021
Python

doujiang-zheng /Dynamic-Temporal-Graph-Learning-Reading-List

Star63

Advances on machine learning of dynamic (temporal) graphs, covering the reading list of recent top academic conferences.

deep-learning graph-neural-networks temporal-network dynamic-network-embedding dynamic-graph-embedding temporal-graph

UpdatedOct 22, 2023

[ACM Computing Surveys'23] Implementations or refactor of some temporal link prediction/dynamic link prediction methods and summary of related open resources for survey paper "Temporal Link Prediction: A Unified Framework, Taxonomy, and Review" which has been accepted by ACM Computing Surveys.

survey overview attention nmf link-prediction dynamic-graph-algorithm rnns weighted-graphs gnns inductive-learning dynamic-graphs temporal-link-prediction dynamic-graph-embedding dynamic-link-prediction