YoZhibo / MSGNetLinks
MSGNet: Learning Multi-Scale Inter-Series Correlations for Multivariate Time Series Forecasting (AAAI2024)
☆188Updated last year
Alternatives and similar repositories for MSGNet
Users that are interested in MSGNet are comparing it to the libraries listed below
Sorting:
- ☆237Updated last year
- Official implementation of the paper "Frequency-domain MLPs are More Effective Learners in Time Series Forecasting"☆187Updated last year
- [VLDB 2024] A Multi-Scale Decomposition MLP-Mixer for Time Series Analysis☆95Updated last year
- Code release of paper "MICN: Multi-scale Local and Global Context Modeling for Long-term Series Forecasting" (ICLR 2023)☆122Updated 2 years ago
- Official implementation of the paper "FourierGNN: Rethinking Multivariate Time Series Forecasting from a Pure Graph Perspective"☆228Updated last year
- [KDD 2025] DUET: Dual Clustering Enhanced Multivariate Time Series Forecasting☆198Updated 3 months ago
- Time series forecasting especially in LSTF compare，include Informer, Autoformer, Reformer, Pyraformer, FEDformer, Transformer, MTGNN, LST…☆120Updated 3 years ago
- Official implementation for ICML24 paper "Irregular Multivariate Time Series Forecasting: A Transformable Patching Graph Neural Networks …☆115Updated 5 months ago
- [ICML 2024] A novel, efficient lightweight approach combining convolutional operations with adaptive spectral analysis as a foundation mo…☆225Updated last year
- ☆118Updated last year
- PyTorch implementation of AirFormer, AAAI-23☆146Updated 2 years ago
- Pytorch implementation of NIPS'23 paper: Adaptive Normalization for Non-stationary Time Series Forecasting: A Temporal Slice Perspective☆113Updated last year
- [TPAMI 2025 & ICML 2024 Oral] Official repository of the SparseTSF paper: "SparseTSF: Modeling Long-term Time Series Forecasting with 1k …☆227Updated last month
- ☆46Updated last year
- ☆103Updated 4 months ago
- for the realization of TDformer in the paper "First De-Trend then Attend: Rethinking Attention for Time-Series Forecasting", thank you ve…☆38Updated 2 years ago
- MTS-Mixers: Multivariate Time Series Forecasting via Factorized Temporal and Channel Mixing☆228Updated 2 months ago
- [ICML 2024] Official implementation of: "Revitalizing Multivariate Time Series Forecasting: Learnable Decomposition with Inter-Series Dep…☆70Updated 7 months ago
- FITS: Frequency Interpolation Time Series Analysis Baseline☆211Updated last month
- UnetTSF: A Better Performance Linear Complexity Time Series Prediction Model☆55Updated last year
- My personal PyTorch framework for multivariate time series forecasting.☆97Updated 7 months ago
- [Under Review] The official repository of the SegRNN paper: "Segment Recurrent Neural Network for Long-Term Time Series Forecasting." Thi…☆135Updated 2 months ago
- Transformer based model for time series prediction☆132Updated 3 years ago
- Mamba for Multivariate Time Series Forecasting☆63Updated 5 months ago
- [IJCAI-24] Spatial-Temporal-Decoupled Masked Pre-training for Spatiotemporal Forecasting☆232Updated 4 months ago
- This is the pytorch implementation of Basisformer in the Neurips paper: [BasisFormer: Attention-based Time Series Forecasting with Learna…☆97Updated 11 months ago
- ☆35Updated 7 months ago
- The code for Biased Temporal Convolution Graph Network for Time Series Forecasting with Missing Values.☆28Updated last year
- [AAAI 2025] Official implementation of "xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition"☆85Updated 5 months ago
- Revisiting Long-term Time Series Forecasting: An Investigation on Linear Mapping☆90Updated 2 years ago