My personal PyTorch framework for multivariate time series forecasting.
☆100Nov 15, 2025Updated 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:
- [CIKM'23] Official code for our paper "Spatio-Temporal Adaptive Embedding Makes Vanilla Transformer SOTA for Traffic Forecasting".☆217Nov 15, 2025Updated 3 months ago
- [IJCAI-24] Spatial-Temporal-Decoupled Masked Pre-training for Spatiotemporal Forecasting☆251Dec 24, 2025Updated 2 months ago
- [TITS2025] Pattern-Matching Dynamic Memory Network for Dual-Mode Traffic Prediction☆32Sep 2, 2025Updated 6 months ago
- [ICDE'2023] When Spatio-Temporal Meet Wavelets: Disentangled Traffic Forecasting via Efficient Spectral Graph Attention Networks☆111Mar 18, 2025Updated 11 months ago
- [TKDE 2024] Official Code of the paper "Disentangling Structured Components: Towards Adaptive, Interpretable and Scalable Time Series For…☆31Jul 13, 2024Updated last year
- A Fair and Scalable Time Series Forecasting Benchmark and Toolkit.☆1,701Dec 23, 2025Updated 2 months ago
- [KDD'24] Official code for our paper "Heterogeneity-Informed Meta-Parameter Learning for Spatiotemporal Time Series Forecasting".☆74Sep 4, 2024Updated last year
- Code For Paper "Bridging the Spectrum Gap: Mid‑Frequency Augmentation and Key‑Frequency Mining for Multivariate Time Series"☆15Nov 19, 2025Updated 3 months ago
- This code repository is the source code of the paper "Deep Long-Range Spatiotemporal Dependency Synthetic Minority Oversampling Technique…☆12Nov 21, 2025Updated 3 months ago
- Code for IoTJ 2024 paper "SageFormer: Series-Aware Framework for Long-Term Multivariate Time-Series Forecasting".☆84Mar 29, 2024Updated last year
- Official Code for "CMamba: Channel Correlation Enhanced State Space Models for Multivariate Time Series Forecasting"☆46Jan 6, 2025Updated last year
- [Pattern Recognition] Decomposition Dynamic Graph Conolutional Recurrent Network for Traffic Forecasting☆96Sep 2, 2025Updated 6 months ago
- The offical code for 《A Time Series is Worth Five Experts: Heterogeneous Mixture of Experts for Traffic Flow Prediction》☆30Sep 27, 2024Updated last year
- [NeurIPS 2024 Spotlight] Official Code of the paper "Parsimony or Capability? Decomposition Delivers Both in Long-term Time Series Foreca…☆16Dec 24, 2024Updated last year
- LargeST: A Benchmark Dataset for Large-Scale Traffic Forecasting (NeurIPS 2023)☆269Nov 1, 2023Updated 2 years ago
- ☆20Nov 26, 2024Updated last year
- An Open Source Spatio-Temporal Prediction Package☆220Oct 11, 2024Updated last year
- Wide Kernel Time-Frequency Fusion （WTFF）--Multi-Domain Time-Frequency Fusion Feature Contrastive Learning for Machinery Fault Diagnosis☆14Mar 21, 2025Updated 11 months ago
- Spatial–Temporal Dynamic Graph Convolutional Network With Interactive Learning for Traffic Forecasting☆90May 13, 2025Updated 9 months ago
- MSGPT: LLM-based Semantic Prompt Framework under Multi-sensor Data for Mechanical Fault Diagnosis☆20Mar 15, 2025Updated 11 months ago
- Code for paper 'Unsupervised Contrastive Learning Based Single Domain Generalization Method for Intelligent Bearing Fault Diagnosis'☆21Jan 14, 2025Updated last year
- The code of AdpSTGCN: Adaptive Spatial Temporal Graph Convolutional Network for Traffic Forecasting☆15Apr 16, 2024Updated last year
- [AAAI23] This it the official github for AAAI23 paper "Spatio-Temporal Meta-Graph Learning for Traffic Forecasting"☆141Dec 23, 2023Updated 2 years ago
- Code for paper being submitted☆14Jul 9, 2025Updated 7 months ago
- Awesome Time-Series and Spatio-Temporal Related☆114Sep 7, 2023Updated 2 years ago
- Official Code of TESTAM: A Time-Enhanced Spatio-Temporal Attention Model with Mixture of Experts☆66Aug 13, 2024Updated last year
- M-band Wavelet Network for Anomaly Detection from a Frequency Perspective☆14May 14, 2025Updated 9 months ago
- The collection of related papers and resources for the paper Time Series Analysis for Education: Methods, Applications, and Future Direct…☆18Apr 12, 2025Updated 10 months ago
- An efficient spatial-temporal transformer with temporal aggregation and spatial memory for traffic forecasting☆29Apr 27, 2025Updated 10 months ago
- [CIKM 2023] MemDA: Forecasting Urban Time Series with Memory-based Drift Adaptation☆25Nov 25, 2023Updated 2 years ago
- [ICML'2024] "FlashST: A Simple and Universal Prompt-Tuning Framework for Traffic Prediction"☆95Sep 2, 2024Updated last year
- [TKDD 2023] Dynamic Graph Convolutional Recurrent Network for Traffic Prediction: Benchmark and Solution☆327May 24, 2021Updated 4 years ago
- This is the repository for the collection of Graph Neural Network for Traffic Forecasting.☆1,194Aug 7, 2024Updated last year
- This repository is the implementation for the paper Supervised Contrastive Learning based Dual-Mixer Model for Remaining Useful Life Pred…☆25Nov 25, 2024Updated last year
- The repo is the official implementation for the paper: [MGCN: Mamba-Integrated Spatiotemporal Graph Convolutional Network for Long-Term T…☆22Jan 27, 2026Updated last month
- ☆110Jun 11, 2025Updated 8 months ago
- The source code of the model: Multi-Scale Graph Convolutional Network with Contrastive-Learning enhanced Self-attention Pooling (MSGCN-CS…☆18Apr 10, 2024Updated last year
- 轴承故障数据集☆19Jun 6, 2024Updated last year
- [CIKM 2021 Resource Paper] DL-Traff: Survey and Benchmark of Deep Learning Models for Urban Traffic Prediction (Graph Part)☆179Aug 23, 2022Updated 3 years ago