dynamic-graphs

A collection of resources on dynamic/streaming/temporal/evolving graph processing systems, databases, data structures, datasets, and related academic and industrial work

awesome graph graphs graph-processing awesome-list datasets graph-databases graph-analytics awesome-lists streaming-graph-processing graph-datastructures evolving-graphs dynamic-graphs streaming-graph-data temporal-graphs dynamic-graph-processing streaming-graphs temporal-graph-processing

UpdatedApr 4, 2023

VGraphRNN /VGRNN

Star117

Variational Graph Recurrent Neural Networks - PyTorch

representation-learning variational-inference link-prediction graph-convolutional-networks variational-autoencoder variational-autoencoders graph-embedding graph-neural-networks graph-representation-learning node-embedding dynamic-graphs graph-auto-encoder graph-neural-network

UpdatedJul 8, 2020
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

KuangenZhang /ldgcnn

Star80

Linked Dynamic Graph CNN: Learning through Point Cloud by Linking Hierarchical Features

point-cloud cnn point-cloud-segmentation shapenet-dataset dynamic-graphs point-cloud-classification modelnet-dataset

UpdatedNov 25, 2021
Python

EdisonLeeeee /SpikeNet

Star75

[AAAI 2023] Scaling Up Dynamic Graph Representation Learning via Spiking Neural Networks

spiking-neural-networks graph-neural-networks dynamic-graphs temporal-graph-networks

UpdatedSep 27, 2023
Python

jxh4945777 /Social-Knowledge-Graph-Papers

Star67

A paper list of research about social knowledge graph

social-network knowledge-graph heterogeneous-network dynamic-graphs graph-neural-network dynamic-heterogeneous-networks

UpdatedJan 6, 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

UpdatedNov 10, 2024
Python

KimMeen /Neural-Temporal-Walks

Star54

[NeurIPS 2022] The official PyTorch implementation of "Neural Temporal Walks: Motif-Aware Representation Learning on Continuous-Time Dynamic Graphs"

graph-neural-networks graph-representation-learning dynamic-graphs dynamic-graph-embedding

UpdatedNov 23, 2022
Python

CRIPAC-DIG /DGCF

Star45

[ICDM 2020] Python implementation for "Dynamic Graph Collaborative Filtering."

collaborative-filtering recommender-system dynamic-graphs

UpdatedApr 24, 2024
Python

aravindsankar28 /GraFRank

Star36

Code for "Graph Neural Networks for Friend Ranking in Large-scale Social Platforms" (WWW 2021).

social-network graph-embedding friend-recommendation dynamic-graphs pytorch-geometric graph-neural-network

UpdatedApr 18, 2021
Python

shixuansun /RapidFlow

Star32

Source code of "RapidFlow: An Efficient Approach to Continuous Subgraph Matching" published in VLDB'2022 - By Shixuan Sun, Xibo Sun, Bingsheng He and Qiong Luo

streaming dynamic-graphs subgraph-matching continuous-subgraph-matching subgraph-query-processing