Semantics-Aware Patch Encoding and Hierarchical Dependency Modeling for Long-Term Time Series Forecasting
☆49Aug 7, 2025Updated 6 months ago
Alternatives and similar repositories for mou
Users that are interested in mou are comparing it to the libraries listed below
Sorting:
- [TMLR 2025] This is the official code of our Paper "DeformTime: Capturing Variable Dependencies with Deformable Attention for Time Series…☆39Dec 20, 2025Updated 2 months ago
- ☆25Aug 19, 2024Updated last year
- Time Series Forecasting with Dynamic Graph Modeling☆15Aug 31, 2025Updated 6 months ago
- [ICDE 2025] Official implementation of "Efficient Multivariate Time Series Forecasting via Calibrated Language Models with Privileged Kno…☆25Jun 27, 2025Updated 8 months ago
- Code for paper 'Peri-midFormer: Periodic Pyramid Transformer for Time Series Analysis (NeurIPS 2024 Spotlight)'☆40Jan 8, 2025Updated last year
- An unofficial, simple pytorch implementation of the paper "C-Mamba: Channel Correlation Enhanced State Space Models for Multivariate Time…☆18Jul 19, 2024Updated last year
- TimeMachine: A Time Series is Worth 4 Mambas for Long-term Forecasting☆211Jul 27, 2024Updated last year
- Code release of paper "MLGN: Multi-Scale Local-Global Feature Learning Network for Long-term Series Forecasting" 💚☆16May 31, 2024Updated last year
- ☆70Oct 7, 2025Updated 4 months ago
- The official repository of the PRformer paper: "PRformer: Pyramidal Recurrent Transformer for Multivariate Time Series Forecasting." This…☆56Oct 28, 2024Updated last year
- CIKM'24: Channel-Aware Low-Rank Adaptation for Long-term Series Forecasting☆15May 3, 2025Updated 10 months ago
- The official implementation of "FreqMoE: Enhancing Time Series Forecasting through Frequency Decomposition Mixture of Experts"☆45Mar 17, 2025Updated 11 months ago
- ☆47Dec 16, 2023Updated 2 years ago
- [NeurIPS 2025 Spotlight] Enhancing Time Series Forecasting through Selective Representation Spaces: A Patch Perspective☆47Jan 6, 2026Updated last month
- [KBS'25]Official Implement of "PRADA: Prompt-guided Representation Alignment and Dynamic Adaption for Time Series Forecasting".☆15May 28, 2025Updated 9 months ago
- Code release of paper "FAITH: Frequency-domain Attention In Two Horizons for Long-term time series forecasting"☆18Jun 20, 2025Updated 8 months ago
- UnetTSF: A Better Performance Linear Complexity Time Series Prediction Model☆56Jan 9, 2024Updated 2 years ago
- The code of CIKM'25 paper: "SST: Multi-Scale Hybrid Mamba-Transformer Experts for Time Series Forecasting"☆219Nov 16, 2025Updated 3 months ago
- This folder contains spatiotemporal prediction models implemented in combination with Informer and GAT.☆20May 16, 2025Updated 9 months ago
- A novel time series forecasting method, Times2D, transforms 1D data into 2D space using multi-period decomposition and derivative heatmap…☆33Nov 13, 2025Updated 3 months ago
- Official Code for "How Much Can Time-related Features Enhance Time Series Forecasting?"☆41Jan 16, 2025Updated last year
- Official Code for "CMamba: Channel Correlation Enhanced State Space Models for Multivariate Time Series Forecasting"☆46Jan 6, 2025Updated last year
- [ICLR 2024] Official code of RobustTSF☆21Feb 21, 2024Updated 2 years ago
- The code for TFPS☆63Nov 8, 2024Updated last year
- ☆42Jun 7, 2023Updated 2 years ago
- ☆13Jan 22, 2025Updated last year
- MSGNet: Learning Multi-Scale Inter-Series Correlations for Multivariate Time Series Forecasting (AAAI2024)☆207Feb 11, 2024Updated 2 years ago
- [ICML 2024] Official implementation of: "Revitalizing Multivariate Time Series Forecasting: Learnable Decomposition with Inter-Series Dep…☆79Feb 20, 2025Updated last year
- Fourier Spatial-Temporal Network for Multivariate Time Series Forecasting☆11Jan 1, 2023Updated 3 years ago
- Official implementation of the paper "Towards Multi-resolution Spatiotemporal Graph Learning for Medical Time Series Classification".☆29Jan 29, 2025Updated last year
- Official code for MambaTS: Improved Selective State Space Models for Long-term Time Series Forecasting☆56Oct 2, 2024Updated last year
- Official code repository for paper "VisionTS++: Cross-Modal Time Series Foundation Model with Continual Pre-trained Visual Backbones"☆34Nov 9, 2025Updated 3 months ago
- Fine-grained attention in hierarchical transformers for tabular time-series.☆12Dec 24, 2024Updated last year
- [AAAI'25] The implementation of paper "Federated Foundation Models on Heterogeneous Time Series" | The first work to explore time series …☆20Feb 2, 2026Updated last month
- Code for "Is Mamba Effective for Time Series Forecasting?"☆371May 20, 2025Updated 9 months ago
- RWKV-TS: Beyond Traditional Recurrent Neural Network for Time Series Tasks☆122Aug 16, 2024Updated last year
- Official implement for "PGN: The RNN’s New Successor is Effective for Long-Range Time Series Forecasting"(NeurIPS 2024) in PyTorch.☆95Dec 29, 2024Updated last year
- The code for the paper "[ICLR'24]MG-TSD: Multi-Granularity Time Series Diffusion Models with Guided Learning Process"☆62Feb 26, 2024Updated 2 years ago
- The code for Biased Temporal Convolution Graph Network for Time Series Forecasting with Missing Values.☆32Aug 27, 2024Updated last year