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203

2.3k

unknown

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This repository contains a reading list of papers on Time Series Forecasting/Prediction (TSF) and Spatio-Temporal Forecasting/Prediction (STF). These papers are mainly categorized according to the typ...

rnn tcn paper-lists time-series transformer deep-learning spatio-temporal time-series-models deep-neural-networks spatio-temporal-data time-series-analysis time-series-prediction time-series-forecasting spatio-temporal-prediction spatial-temporal-forecasting

Created 2022-06-29

381 commits to main branch, last one 8 days ago

Awesome-GNN4TS KimMeen

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705

unknown

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[TPAMI 2024] Awesome Resources of GNNs for Time Series Analysis (GNN4TS)

survey awesome time-series temporal-data dynamic-graphs temporal-graphs time-series-analysis graph-neural-networks spatial-temporal-data time-series-imputation time-series-forecasting graph-structure-learning time-series-classification spatial-temporal-forecasting time-series-anomaly-detection

Created 2023-06-19

17 commits to main branch, last one 5 months ago

DIFFormer qitianwu

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292

unknown

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The official implementation for ICLR23 spotlight paper "DIFFormer: Scalable (Graph) Transformers Induced by Energy Constrained Diffusion"

pytorch iclr2023 attention diffusion large-graph transformer graph-transformer pytorch-geometric diffusion-equation node-classification text-classification image-classification graph-neural-networks geometric-deep-learning pytorch-geometric-temporal spatial-temporal-forecasting

Created 2023-03-01

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

Awesome-Foundation-Models-for-Weather-and-Climate shengchaochen82

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unknown

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A comprehesive survey about foundation models for weather and cliamte data understanding.

Created 2023-11-13

45 commits to main branch, last one 15 hours ago

Occ4cast ai4ce

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apache-2.0

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Occ4cast: LiDAR-based 4D Occupancy Completion and Forecasting

lidar dataset 3d-to-4d point-cloud 3d-perception computer-vision machine-learning autonomous-driving occupancy-grid-map autonomous-vehicles temporal-perception occupancy-prediction 3d-scene-understanding artificial-intelligence spatial-temporal-forecasting

Created 2023-07-12

107 commits to main branch, last one 3 months ago

TianChi_AIEarth jerrywn121

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unknown

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TianChi AIEarth Contest Solution

pytorch convlstm timesformer transformer attention-mechanism spatial-temporal-forecasting

Created 2021-05-23

8 commits to main branch, last one 3 years ago

MTGODE TrustAGI-Lab

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77

mit

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[TKDE 2022] The official PyTorch implementation of the paper "Multivariate Time Series Forecasting with Dynamic Graph Neural ODEs".

neural-odes time-series graph-neural-networks spatial-temporal-data time-series-forecasting spatial-temporal-forecasting

Created 2022-06-30

4 commits to main branch, last one 2 years ago

FedDA chuanting

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unknown

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Source code for 'Dual Attention Based FL for Wireless Traffic Prediction'

federated-learning wireless-traffic-prediction spatial-temporal-forecasting

Created 2021-03-13

4 commits to main branch, last one 3 years ago

Spatio-temporal-Diffusion-Point-Processes tsinghua-fib-lab

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unknown

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A diffusion-based framework for spatio-temporal point processes

point-processes diffusion-models spatial-temporal-data spatial-temporal-forecasting spatio-temporal-point-processes

Created 2023-02-02

79 commits to main branch, last one 10 months ago

DASTNet YihongT

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unknown

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[CIKM 2022] Source codes of CIKM2022 Full Paper "Domain Adversarial Spatial-Temporal Network: A Transferable Framework for Short-term Traffic Forecasting across Cities"

traffic cikm2022 time-series spatio-temporal urban-computing transfer-learning traffic-prediction traffic-forecasting adversarial-learning time-series-forecasting traffic-flow-forecasting spatial-temporal-forecasting

Created 2021-12-15

34 commits to master branch, last one 2 years ago

SHARE-parking_availability_prediction-Pytorch willzhang3

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unknown

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Semi-Supervised Hierarchical Recurrent Graph Neural Network for City-Wide Parking Availability Prediction

urban-computing graph-neural-networks pytorch-implementation semi-supervised-learning spatial-temporal-forecasting parking-availability-prediction

Created 2020-05-04

41 commits to master branch, last one 2 years ago

LaneGCN_ref zhaone

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mit

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An implementation of LaneGCN (Learning Lane Graph Representations for Motion Forecasting)

graph-n autonomous-vehicles trajectory-prediction spatial-temporal-forecasting

Created 2021-07-22

8 commits to main branch, last one 3 years ago

PatchSTG LMissher

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mit

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[SIGKDD'2025] Efficient Large-Scale Traffic Forecasting with Transformers: A Spatial Data Management Perspective

sigkdd kdd2025 spatial-analysis traffic-prediction traffic-forecasting spatial-partitioning time-series-analysis time-series-prediction time-series-forecasting spatio-temporal-prediction spatio-temporal-forecasting spatial-temporal-forecasting

Created 2024-12-13

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