Sephuroth

Sephuroth's Stars

• CodeNinjaja/GraFITi

  PyTorch implementation of GraFITi (GraFITi: Graphs for Forecasting Irregularly Sampled Time Series)

  11

• GestaltCogTeam/STEP

  Code for our SIGKDD'22 paper Pre-training-Enhanced Spatial-Temporal Graph Neural Network For Multivariate Time Series Forecasting.

  Language:Python34136

• QData/spacetimeformer

  Multivariate Time Series Forecasting with efficient Transformers. Code for the paper "Long-Range Transformers for Dynamic Spatiotemporal Forecasting."

  Language:Jupyter Notebook802192

• thuml/Autoformer

  About Code release for "Autoformer: Decomposition Transformers with Auto-Correlation for Long-Term Series Forecasting" (NeurIPS 2021), https://arxiv.org/abs/2106.13008

  Language:Jupyter Notebook2k422

• laiguokun/multivariate-time-series-data

  767167

• fbcotter/pytorch_wavelets

  Pytorch implementation of 2D Discrete Wavelet (DWT) and Dual Tree Complex Wavelet Transforms (DTCWT) and a DTCWT based ScatterNet

  Language:Python974148

• nnzhan/MTGNN

  Language:Python804222

• Nixtla/neuralforecast

  Scalable and user friendly neural :brain: forecasting algorithms.

  Language:Python3.1k357

• cure-lab/LTSF-Linear

  [AAAI-23 Oral] Official implementation of the paper "Are Transformers Effective for Time Series Forecasting?"

  Language:Python2k447

• KimMeen/Awesome-GNN4TS

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

  63352

• Water2sea/TPGN

  Language:Python251

• Gstdioh/DCRNN

  DCRNN的Pytorch实现

  Language:Python7

• david-knigge/ccnn

  Code repository of the paper "Modelling Long Range Dependencies in ND: From Task-Specific to a General Purpose CNN" https://arxiv.org/abs/2301.10540.

  Language:Python18120

• microsoft/StemGNN

  Spectral Temporal Graph Neural Network (StemGNN in short) for Multivariate Time-series Forecasting

  Language:Python513117

• mdeff/cnn_graph

  Convolutional Neural Networks on Graphs with Fast Localized Spectral Filtering

  Language:Jupyter Notebook1.3k391

• VeritasYin/STGCN_IJCAI-18

  [IJCAI'18] Spatio-Temporal Graph Convolutional Networks

  Language:Python1k303

• Kaimaoge/SATCN

  SATCN for Kriging

  Language:Python14

• nuist-cs/MS-STGNN

  Language:Python6

• cure-lab/SCINet

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

  Language:Python634129

• Earth-Intelligence-Lab/LocalizedWeatherGNN

  This repository contains the code and data for the paper "Multi-Modal Graph Neural Networks for Localized Off-Grid Weather Forecasting".

  Language:Python293

• gorgen2020/HSPGNN

  Physics-incorporated Graph Neural Network Using Dynamic Higher-Order Spatio-temporal Graphs for Multivariate Time Series Imputation

  Language:Python63

• qingsongedu/awesome-AI-for-time-series-papers

  A professional list of Papers, Tutorials, and Surveys on AI for Time Series in top AI conferences and journals.

  1.2k118

• alanyoungCN/WaveForM

  PyTorch implementation for paper "WaveForM: Graph Enhanced Wavelet Learning for Long Sequence Forecasting of Multivariate Time Series" (AAAI 2023)

  Language:Python383

• GestaltCogTeam/D2STGNN

  Code for our VLDB'22 paper Decoupled Dynamic Spatial-Temporal Graph Neural Network for Traffic Forecasting.

  Language:Python16316

• hazdzz/STGCN

  The PyTorch implementation of STGCN.

  Language:Python499109

• OracleRay/STGCN_pytorch

  The PyTorch implementation of STGCN.

  Language:Python1

• guoshnBJTU/ASTGCN-2019-pytorch

  Attention Based Spatial-Temporal Graph Convolutional Networks for Traffic Flow Forecasting, AAAI 2019, pytorch version

  Language:Python588155

• LeronQ/STGCN-Pytorch

  Paper:Spatio-Temporal Graph Convolutional Networks: A Deep Learning Framework for Traffic Forecasting . Implementation of spatio-temporal graph convolutional network with PyTorch

  Language:Python12721

• GestaltCogTeam/BasicTS

  A Fair and Scalable Time Series Forecasting Benchmark and Toolkit.

  Language:Python646111

• pyecharts/pyecharts

  🎨 Python Echarts Plotting Library

  Language:Python14.9k2.9k