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pytorch_geometric_temporal benedekrozemberczki

377

2.7k

mit

38

PyTorch Geometric Temporal: Spatiotemporal Signal Processing with Neural Machine Learning Models (CIKM 2021)

gcn gnn pytorch spatial-data deep-learning temporal-data node-embedding spatiotemporal graph-embedding network-science temporal-graphs spatial-analysis graph-convolution network-embedding temporal-networks spatio-temporal-data graph-neural-networks spatio-temporal-analysis graph-convolutional-networks

Created 2020-06-27

1,949 commits to master branch, last one about a month ago

SCINet cure-lab

129

634

apache-2.0

10

The GitHub repository for the paper: “Time Series is a Special Sequence: Forecasting with Sample Convolution and Interaction“. (NeurIPS 2022)

forecasting time-series temporal-networks deep-neural-networks time-series-analysis time-series-forecasting

Created 2021-09-12

246 commits to main branch, last one about a year ago

RE-Net INK-USC

95

436

unknown

10

Recurrent Event Network: Autoregressive Structure Inference over Temporal Knowledge Graphs (EMNLP 2020)

reasoning knowledge-graph dynamic-networks temporal-networks graph-neural-networks

Created 2019-04-08

90 commits to master branch, last one 2 years ago

dynamic-graph-papers Cantoria

64

425

unknown

16

Archive of Temporal Knowledge Reasoning in Social Network and Knowledge Graph

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

Created 2020-07-13

68 commits to master branch, last one about a year ago

TKAN remigenet

26

174

other

1

TKAN: Temporal Kolmogorov-Arnold Networks

jax tkan keras torch keras3 temporal tensorflow tensorflow2 temporal-networks timeseries-forecasting kolmogorov-arnold-networks

Created 2024-05-09

50 commits to main branch, last one about a month ago

neo4j-dynagraph SocioPatterns

14

115

unknown

21

Representing and mining dynamical social networks in Neo4j

neo4j neo4j-database networkscience graph-algorithms temporal-networks

Created 2012-04-23

17 commits to master branch, last one 2 years ago

teneto wiheto

26

86

gpl-3.0

5

Temporal Network Tools

bids fmri python dynamics networks neuroscience network-theory temporal-networks community-detection temporal-network-theory time-varying-connectivity

Created 2016-06-19

1,417 commits to master branch, last one about a year ago

TKAT remigenet

12

65

other

2

Temporal Kolmogorov-Arnold Transformer

jax tkan tkat keras torch keras3 tensorflow timeseries transformer temporal-networks timeseries-forecasting

Created 2024-06-03

11 commits to main branch, last one 4 months ago

online-node2vec ferencberes

12

54

cc0-1.0

5

Node Embeddings in Dynamic Graphs

research embeddings twitter-data twitter-dataset network-embedding temporal-networks twitter-data-analysis representation-learning

Created 2018-09-17

53 commits to master branch, last one 2 years ago

Awesome-Temporal-Graph-Learning MGitHubL

4

52

mit

1

Awesome Temporal Graph Learning is a collection of SOTA, novel temporal graph learning methods (papers, codes, and datasets).

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

Created 2022-11-23

43 commits to main branch, last one about a month ago

EvoKG NamyongPark

11

48

mit

1

[WSDM 2022] EvoKG: Jointly Modeling Event Time and Network Structure for Reasoning over Temporal Knowledge Graphs

knowledge-graph dynamic-networks temporal-networks temporal-reasoning knowledge-reasoning graph-neural-networks temporal-knowledge-graph

Created 2022-03-24

2 commits to main branch, last one about a year ago

HTGN marlin-codes

4

44

unknown

2

PyTorch Implementation for "Discrete-time Temporal Network Embedding via Implicit Hierarchical Learning in Hyperbolic Space (KDD2021)"

link-prediction temporal-networks graph-neural-networks

Created 2021-10-30

12 commits to main branch, last one about a year ago