XDZhelheim / Torch-MTSLinks
My personal PyTorch framework for multivariate time series forecasting.
☆91Updated 3 months ago
Alternatives and similar repositories for Torch-MTS
Users that are interested in Torch-MTS are comparing it to the libraries listed below
Sorting:
- [ICDE'2023] When Spatio-Temporal Meet Wavelets: Disentangled Traffic Forecasting via Efficient Spectral Graph Attention Networks☆90Updated 2 months ago
- [CIKM'23] Official code for our paper "Spatio-Temporal Adaptive Embedding Makes Vanilla Transformer SOTA for Traffic Forecasting".☆178Updated last year
- [KDD'24] Official code for our paper "Heterogeneity-Informed Meta-Parameter Learning for Spatiotemporal Time Series Forecasting".☆52Updated 9 months ago
- Spatial–Temporal Dynamic Graph Convolutional Network With Interactive Learning for Traffic Forecasting☆63Updated 3 weeks ago
- PyTorch implementation of ESG☆83Updated 2 years ago
- Code of “STG4Traffic: A Survey and Benchmark of Spatial-Temporal Graph Neural Networks for Traffic Prediction”.☆69Updated 10 months ago
- [TKDE 2022] The official PyTorch implementation of the paper "Multivariate Time Series Forecasting with Dynamic Graph Neural ODEs".☆83Updated 2 years ago
- ☆14Updated 2 years ago
- ☆112Updated last year
- Spatial-Temporal Graph ODE Neural Network☆111Updated 3 years ago
- MSGNet: Learning Multi-Scale Inter-Series Correlations for Multivariate Time Series Forecasting (AAAI2024)☆172Updated last year
- Official implementation for ICML24 paper "Irregular Multivariate Time Series Forecasting: A Transformable Patching Graph Neural Networks …☆100Updated last month
- ☆94Updated 5 months ago
- [VLDB 2024] A Multi-Scale Decomposition MLP-Mixer for Time Series Analysis☆92Updated 9 months ago
- [IJCAI-24] Spatial-Temporal-Decoupled Masked Pre-training for Spatiotemporal Forecasting☆203Updated this week
- [AAAI23] This it the official github for AAAI23 paper "Spatio-Temporal Meta-Graph Learning for Traffic Forecasting"☆117Updated last year
- [SIGKDD'2025] Efficient Large-Scale Traffic Forecasting with Transformers: A Spatial Data Management Perspective☆43Updated 5 months ago
- [KDD 2021] Official Code of the paper "ST-Norm: Spatial and Temporal Normalization for Multi-variate Time Series Forecasting"☆58Updated 11 months ago
- The official implementation of SDGL☆32Updated 10 months ago
- ☆22Updated last year
- ☆43Updated 3 years ago
- ☆19Updated 3 years ago
- The code for Biased Temporal Convolution Graph Network for Time Series Forecasting with Missing Values.☆26Updated 9 months ago
- ☆38Updated 2 years ago
- Time Series Forecasting, Distribution Shift☆86Updated last year
- [Pattern Recognition] Decomposition Dynamic Graph Conolutional Recurrent Network for Traffic Forecasting☆83Updated this week
- Code for DiffSTG☆71Updated last year
- An efficient spatial-temporal transformer with temporal aggregation and spatial memory for traffic forecasting☆25Updated last month
- Code for IoTJ 2024 paper "SageFormer: Series-Aware Framework for Long-Term Multivariate Time-Series Forecasting".☆68Updated last year
- ☆11Updated 6 months ago