Spectral Temporal Graph Neural Network (StemGNN in short) for Multivariate Time-series Forecasting
☆615May 31, 2024Updated 2 years ago
Alternatives and similar repositories for StemGNN
Users that are interested in StemGNN are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- ☆941Jul 6, 2023Updated 3 years ago
- graph wavenet☆812Mar 14, 2022Updated 4 years ago
- Discrete Graph Structure Learning for Forecasting Multiple Time Series, ICLR 2021.☆178Nov 30, 2021Updated 4 years ago
- Reproduce - Traffic_prediction - StemGNN(NeurIPS20)☆12Feb 5, 2022Updated 4 years ago
- Adaptive Graph Convolutional Recurrent Network☆441Feb 23, 2024Updated 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.
- Official implementation of the paper "FourierGNN: Rethinking Multivariate Time Series Forecasting from a Pure Graph Perspective"☆251Feb 22, 2024Updated 2 years ago
- PyTorch Geometric Temporal: Spatiotemporal Signal Processing with Neural Machine Learning Models (CIKM 2021)☆2,992May 30, 2026Updated 3 months ago
- Implementation of Diffusion Convolutional Recurrent Neural Network in Tensorflow☆1,439Dec 9, 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
- Code for our SIGKDD'22 paper Pre-training-Enhanced Spatial-Temporal Graph Neural Network For Multivariate Time Series Forecasting.☆429Dec 10, 2023Updated 2 years ago
- [TPAMI 2024] Awesome Resources of GNNs for Time Series Analysis (GNN4TS)☆863Aug 9, 2024Updated 2 years ago
- Diffusion Convolutional Recurrent Neural Network Implementation in PyTorch☆555Jul 17, 2024Updated 2 years ago
- GMAN: A Graph Multi-Attention Network for Traffic Prediction (GMAN, https://fanxlxmu.github.io/publication/aaai2020/) was accepted by AAA…☆540Apr 12, 2022Updated 4 years ago
- AAAI 2020. Spatial-Temporal Synchronous Graph Convolutional Networks: A New Framework for Spatial-Temporal Network Data Forecasting☆462Feb 4, 2020Updated 6 years ago
- Deploy to Railway using AI coding agents - Free Credits Offer • AdUse Claude Code, Codex, OpenCode, and more. Autonomous software development now has the infrastructure to match with Railway.
- Implementation of the paper NAST: Non-Autoregressive Spatial-Temporal Transformer for Time Series Forecasting.☆77Apr 13, 2021Updated 5 years ago
- Attention Based Spatial-Temporal Graph Convolutional Networks for Traffic Flow Forecasting, AAAI 2019, pytorch version☆747Jul 13, 2021Updated 5 years ago
- [ICDE'2023] When Spatio-Temporal Meet Wavelets: Disentangled Traffic Forecasting via Efficient Spectral Graph Attention Networks☆121Mar 18, 2025Updated last year
- This is the repository for the collection of Graph Neural Network for Traffic Forecasting.☆1,212Aug 7, 2024Updated 2 years ago
- PyTorch implementation of ESG☆100Feb 21, 2023Updated 3 years ago
- [TKDD 2023] Dynamic Graph Convolutional Recurrent Network for Traffic Prediction: Benchmark and Solution☆333May 24, 2021Updated 5 years ago
- ☆894Apr 9, 2017Updated 9 years ago
- Implementation code for the paper "Graph Neural Network-Based Anomaly Detection in Multivariate Time Series" (AAAI 2021)☆612Jul 28, 2023Updated 3 years ago
- Implementation of Graph Muti-Attention Network with PyTorch☆175Nov 2, 2023Updated 2 years ago
- GPU virtual machines on DigitalOcean Gradient AI • AdGet to production fast with high-performance AMD and NVIDIA GPUs you can spin up in seconds. The definition of operational simplicity.
- "Graph Neural Controlled Differential Equations for Traffic Forecasting", AAAI 2022☆175Sep 14, 2024Updated last year
- The implementation Code of CrossGNN: Confronting Noisy Multivariate Time Series Via Cross Interaction Refinement☆40Oct 12, 2023Updated 2 years ago
- The PyTorch implementation of STGCN.☆695Apr 2, 2025Updated last year
- Spatial-Temporal Graph ODE Neural Network☆131Jan 18, 2022Updated 4 years ago
- ☆816Aug 16, 2023Updated 3 years ago
- ☆69Jan 23, 2022Updated 4 years ago
- ☆68Jan 12, 2022Updated 4 years ago
- The GitHub repository for the paper: “Time Series is a Special Sequence: Forecasting with Sample Convolution and Interaction“. (NeurIPS 2…☆669Jul 12, 2023Updated 3 years ago
- This is the pytorch implementation of Basisformer in the Neurips paper: [BasisFormer: Attention-based Time Series Forecasting with Learna…☆106Nov 10, 2024Updated last year
- Managed Kubernetes at scale on DigitalOcean • AdDigitalOcean Kubernetes includes the control plane, bandwidth allowance, container registry, automatic updates, and more for free.
- ☆73Nov 19, 2022Updated 3 years ago
- Official repository for the paper "Filling the G_ap_s: Multivariate Time Series Imputation by Graph Neural Networks" (ICLR 2022)☆188Jun 22, 2022Updated 4 years ago
- List of papers, code and experiments using deep learning for time series forecasting☆2,782Mar 16, 2024Updated 2 years ago
- [IJCAI'18] Spatio-Temporal Graph Convolutional Networks☆1,237Jun 14, 2026Updated 2 months ago
- About Code release for "Autoformer: Decomposition Transformers with Auto-Correlation for Long-Term Series Forecasting" (NeurIPS 2021), ht…☆2,481Feb 28, 2025Updated last year
- ☆50May 24, 2022Updated 4 years ago
- DSTAGNN: Dynamic Spatial-Temporal Aware Graph Neural Network for Traffic Flow Forecasting, which is accepted at ICML2022.☆229Jun 25, 2026Updated 2 months ago