[TPAMI 2024] Awesome Resources of GNNs for Time Series Analysis (GNN4TS)
☆863Aug 9, 2024Updated last year
Alternatives and similar repositories for Awesome-GNN4TS
Users that are interested in Awesome-GNN4TS are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- ☆936Jul 6, 2023Updated 3 years ago
- Spectral Temporal Graph Neural Network (StemGNN in short) for Multivariate Time-series Forecasting☆613May 31, 2024Updated 2 years ago
- tsl: a PyTorch library for processing spatiotemporal data.☆383Updated this week
- Official implementation of the paper "FourierGNN: Rethinking Multivariate Time Series Forecasting from a Pure Graph Perspective"☆251Feb 22, 2024Updated 2 years ago
- Time-Series Work Summary in CS Top Conferences (NIPS, ICML, ICLR, KDD, AAAI, WWW, IJCAI, CIKM, ICDM, ICDE, etc.)☆967May 26, 2026Updated 2 months ago
- Deploy on Railway without the complexity - Free Credits Offer • AdConnect your repo and Railway handles the rest with instant previews. Quickly provision container image services, databases, and storage volumes.
- A professional list of Papers, Tutorials, and Surveys on AI for Time Series in top AI conferences and journals.☆1,617Apr 6, 2024Updated 2 years ago
- TodyNet: Temporal Dynamic Graph Neural Network for Multivariate Time Series Classification☆87Aug 28, 2023Updated 2 years ago
- An up-to-date list of time-series related papers in AI venues.☆436Jun 15, 2024Updated 2 years ago
- Multivariate Time-Series Anomaly Detection with GNN.☆86Nov 14, 2023Updated 2 years ago
- [TKDE 2022] The official PyTorch implementation of the paper "Multivariate Time Series Forecasting with Dynamic Graph Neural ODEs".☆88Nov 10, 2022Updated 3 years ago
- This repository contains a reading list of papers on Time Series Forecasting/Prediction (TSF) and Spatio-Temporal Forecasting/Prediction …☆3,182Jun 3, 2026Updated last month
- A Library for Advanced Deep Time Series Models for General Time Series Analysis.☆12,675Apr 18, 2026Updated 3 months ago
- This is the repository for the collection of Graph Neural Network for Traffic Forecasting.☆1,214Aug 7, 2024Updated last year
- [AAAI23] This it the official github for AAAI23 paper "Spatio-Temporal Meta-Graph Learning for Traffic Forecasting"☆147Dec 23, 2023Updated 2 years ago
- GPUs on demand by Runpod - Special Offer Available • AdRun AI, ML, and HPC workloads on powerful cloud GPUs—without limits or wasted spend. Deploy GPUs in under a minute and pay by the second.
- ☆135Jan 10, 2024Updated 2 years ago
- A professional list on Large (Language) Models and Foundation Models (LLM, LM, FM) for Time Series, Spatiotemporal, and Event Data.☆1,222Dec 22, 2024Updated last year
- A Fair and Scalable Time Series Forecasting Benchmark and Toolkit.☆1,807Dec 23, 2025Updated 7 months ago
- An offical implementation of PatchTST: "A Time Series is Worth 64 Words: Long-term Forecasting with Transformers." (ICLR 2023) https://ar…☆2,664Aug 12, 2024Updated last year
- PyTorch Geometric Temporal: Spatiotemporal Signal Processing with Neural Machine Learning Models (CIKM 2021)☆2,994May 30, 2026Updated last month
- A professionally curated list of awesome resources (paper, code, data, etc.) on transformers in time series.☆2,993Aug 8, 2024Updated last year
- Official repository for the paper "Filling the G_ap_s: Multivariate Time Series Imputation by Graph Neural Networks" (ICLR 2022)☆187Jun 22, 2022Updated 4 years ago
- A survey and paper list of current Diffusion Model for Time Series and SpatioTemporal Data with awesome resources (paper, application, re…☆1,006Feb 5, 2026Updated 5 months ago
- Official repository for the paper "Sparse Graph Learning from Spatiotemporal Time Series" (JMLR 2023)☆15Dec 7, 2023Updated 2 years ago
- Managed hosting for WordPress and PHP on Cloudways • AdManaged hosting for WordPress, Magento, Laravel, or PHP apps, on multiple cloud providers. Deploy in minutes on Cloudways by DigitalOcean.
- LargeST: A Benchmark Dataset for Large-Scale Traffic Forecasting (NeurIPS 2023)☆292Nov 1, 2023Updated 2 years ago
- Official repository for the paper "Scalable Spatiotemporal Graph Neural Networks" (AAAI 2023)☆49Oct 10, 2023Updated 2 years ago
- Implementation code for the paper "Graph Neural Network-Based Anomaly Detection in Multivariate Time Series" (AAAI 2021)☆608Jul 28, 2023Updated 3 years ago
- ☆896Apr 9, 2017Updated 9 years ago
- graph wavenet☆810Mar 14, 2022Updated 4 years ago
- A comprehensive survey on the time series domains☆550Mar 22, 2024Updated 2 years ago
- Papers about explainability of GNNs☆814Jun 3, 2026Updated last month
- A professionally curated list of awesome resources (paper, code, data, etc.) on Self-Supervised Learning for Time Series (SSL4TS).☆382Apr 28, 2024Updated 2 years ago
- Time-series forecasting with GNNs☆46Nov 30, 2023Updated 2 years ago
- Virtual machines for every use case on DigitalOcean • AdGet dependable uptime with 99.99% SLA, simple security tools, and predictable monthly pricing with DigitalOcean's virtual machines, called Droplets.
- ☆105Dec 11, 2024Updated last year
- DSTAGNN: Dynamic Spatial-Temporal Aware Graph Neural Network for Traffic Flow Forecasting, which is accepted at ICML2022.☆228Jun 25, 2026Updated last month
- The open source code for ICDM2022 paper "Unifying Graph Contrastive Learning with Flexible Contextual Scopes"☆21Oct 3, 2022Updated 3 years ago
- [AAAI-23 Oral] Official implementation of the paper "Are Transformers Effective for Time Series Forecasting?"☆2,498Jan 27, 2024Updated 2 years ago
- a multivariate time series deep spatiotemporal forecasting model with graph neural network (MDST-GNN) is proposed to solve the existing …☆32Jun 7, 2022Updated 4 years ago
- Spatial-Temporal Graph ODE Neural Network☆131Jan 18, 2022Updated 4 years ago
- ☆10Dec 17, 2024Updated last year