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33

322

mit

9

tsl: a PyTorch library for processing spatiotemporal data.

gnn pytorch deep-learning temporal-data spatiotemporal spatio-temporal temporal-graphs spatiotemporal-data spatio-temporal-data graph-neural-networks spatio-temporal-graph spatio-temporal-analysis spatio-temporal-prediction spatiotemporal-forecasting spatiotemporal-data-analysis

Created 2022-03-13

350 commits to main branch, last one 15 days ago

25

145

mit

2

"Graph Neural Controlled Differential Equations for Traffic Forecasting", AAAI 2022

stg-ncde time-series spatio-temporal traffic-forecasting graph-neural-networks spatio-temporal-graph differential-equations

Created 2021-09-05

11 commits to main branch, last one 7 months ago

2

39

mit

1

[arXiv 2024] "HEIGHT: Heterogeneous Interaction Graph Transformer for Robot Navigation in Crowded and Constrained Environments"

sim-to-real transformer deep-learning crowd-navigation collision-avoidance spatio-temporal-graph reinforcement-learning human-robot-interaction attention-is-all-you-need deep-reinforcement-learning

Created 2024-12-08

11 commits to main branch, last one 7 days ago

8

36

mit

1

Code for: "Skeleton-Graph: Long-Term 3D Motion Prediction From 2D Observations Using Deep Spatio-Temporal Graph CNNs", ICCV2021 Workshops

3d gcnn pedestrian 3d-skeleton skeleton-graph spatio-temporal motion-prediction graph-neural-networks spatio-temporal-graph trajectory-prediction trajectory-forecasting graph-convolutional-networks

Created 2021-09-21

12 commits to main branch, last one 3 years ago

5

26

mit

1

S&P100 stocks analysis via Graph Neural Networks (Forecasting, Clustering, Trend classification, Stocks ranking for optimal stock picking)

gnn graph sp100 stgnn finance ranking forecasting time-series stock-market stock-picking graph-neural-networks spatio-temporal-graph reinforcement-learning graph-attention-networks

Created 2024-04-29

45 commits to master branch, last one 11 months ago