PaddlePaddle / PaddleSpatial
PaddleSpatial is an open-source spatial-temporal computing tool based on PaddlePaddle.
☆328Updated 2 weeks ago
Related projects: ⓘ
- Code for our SIGKDD'22 paper Pre-training-Enhanced Spatial-Temporal Graph Neural Network For Multivariate Time Series Forecasting.☆325Updated 9 months ago
- A Fair and Scalable Time Series Forecasting Benchmark and Toolkit.☆519Updated last week
- Code release for "Non-stationary Transformers: Exploring the Stationarity in Time Series Forecasting" (NeurIPS 2022), https://arxiv.org/a…☆463Updated last month
- Code for our CIKM'22 paper Spatial-Temporal Identity: A Simple yet Effective Baseline for Multivariate Time Series Forecasting.☆179Updated last week
- ☆238Updated 3 years ago
- Convolutional Transformer for time series☆262Updated 4 years ago
- MTS-Mixers: Multivariate Time Series Forecasting via Factorized Temporal and Channel Mixing☆185Updated last year
- ☆793Updated last year
- The GitHub repository for the paper: “Time Series is a Special Sequence: Forecasting with Sample Convolution and Interaction“. (NeurIPS 2…☆622Updated last year
- The Electricity Transformer dataset is collected to support the further investigation on the long sequence forecasting problem.☆644Updated 3 years ago
- Official implementation of our ICLR 2023 paper "Crossformer: Transformer Utilizing Cross-Dimension Dependency for Multivariate Time Serie…☆433Updated 9 months ago
- Source code of ICML'22 paper: FEDformer: Frequency Enhanced Decomposed Transformer for Long-term Series Forecasting☆196Updated 2 years ago
- ☆249Updated 2 years ago
- Spectral Temporal Graph Neural Network (StemGNN in short) for Multivariate Time-series Forecasting☆498Updated 3 months ago
- ☆738Updated 7 years ago
- Time-Series Work Summary in CS Top Conferences (NIPS, ICML, ICLR, KDD, AAAI, WWW, IJCAI, CIKM, ICDM, ICDE, etc.)☆777Updated this week
- PyTorch code for CoST: Contrastive Learning of Disentangled Seasonal-Trend Representations for Time Series Forecasting (ICLR 2022)☆214Updated last year
- ☆624Updated last year
- Transformer based model for time series prediction☆119Updated 2 years ago
- About code release of "Interpretable Weather Forecasting for Worldwide Stations with a Unified Deep Model", Nature Machine Intelligence, …☆157Updated 10 months ago
- RevIN: Reversible Instance Normalization For Accurate Time-series Forecasting Against Distribution Shift☆258Updated last week
- Enhancing the Locality and Breaking the Memory Bottleneck of Transformer on Time Series Forecasting (NeurIPS 2019)☆534Updated last year
- ☆114Updated 3 months ago
- transformer/self-attention for Multidimensional time series forecasting 使用transformer架构实现多维时间预测☆217Updated last year
- Code release for "Koopa: Learning Non-stationary Time Series Dynamics with Koopman Predictors" (NeurIPS 2023), https://arxiv.org/abs/2305…☆175Updated 2 months ago
- About Code release for "PatchMixer: A Patch-Mixing Architecture for Long-Term Time Series Forecasting"☆173Updated 2 months ago
- ☆197Updated last year
- A collection of research on spatio-temporal data mining☆140Updated 3 weeks ago
- ☆184Updated 2 years ago
- An up-to-date list of time-series related papers in AI venues.☆337Updated 3 months ago