dynamic-network-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

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

rootlu /DyHNE

Star43

Code and dataset for IEEE TKDE paper "Dynamic Heterogeneous Information Network Embedding with Meta-path based Proximity"

dynamic-networks heterogeneous-information-networks meta-path dynamic-network-embedding ieee-tkde-paper

UpdatedDec 11, 2020
Jupyter Notebook

rootlu /MMDNE

Star38

Source code for CIKM 2019 paper "Temporal Network Embedding with Micro- and Macro-dynamics"

temporal-networks network-embedding dynamic-networks dynamic-network-embedding cikm2019

UpdatedDec 27, 2021
Python

houchengbin /SG-EDNE

Star10

SG-EDNE: Skip-Gram based Ensembles Dynamic Network Embedding (for our paper "Robust Dynamic Network Embedding via Ensembles")

ensemble-learning network-embedding dynamic-network-embedding

UpdatedOct 4, 2021
Python

KuroginQin /IDEA

Star9

[TKDE'23] Demo code of the paper entitled "High-Quality Temporal Link Prediction for Weighted Dynamic Graphs via Inductive Embedding Aggregation", which has been accepted by IEEE TKDE

network-embedding link-prediction weighted-graphs graph-representation-learning inductive-learning dynamic-graphs temporal-graphs temporal-link-prediction dynamic-network-embedding tkde dynamic-graph-representation-learning dynamic-link-prediction

UpdatedNov 3, 2023
Python

GemsLab /node2bits

Star7

Compact time- and attribute-aware node representations

entity-resolution heterogeneous-network temporal-networks representation-learning dynamic-network-embedding user-stitching identity-stitching

UpdatedMay 6, 2020
Python

Codebase for simulating and estimating the Attractor-Based Coevolving Dot Product Random Graph Model (ABCDPRGM), a dynamic network model for analyzing polarization and flocking in graph data. Includes synthetic experiments and real-data analysis using Age of Empires IV ranked match data.

network-analysis statistical-models riemannian-optimization dynamic-network-embedding