DMSC

This is an offical implementation of "DMSC: Dynamic Multi-Scale Coordination Framework for Time Series Forecasting".

Introduction

This paper focuses on Time Series Forecasting, proposed framework DMSC(Dynamic Multi-Scale Coordination) processes intricate dependencies through three blocks: Embedded Multi-Scale Patch Decomposition Block(EMPD), Triad Interaction Block(TIB) and Adaptive Scale Routing Mixture-of-Experts(ASR-MoE). And a multi-layer progressive cascade architecture integrating EMPD and TIB.

Results

Acknowledgement

We appreciate the following GitHub repos a lot for their valuable code and efforts.

Time-Series-Library (https://github.com/thuml/Time-Series-Library)

Citation

If you find this repository useful for your work, please consider citing it as follows:

@misc{yang2025dmscdynamicmultiscalecoordination,
      title={DMSC: Dynamic Multi-Scale Coordination Framework for Time Series Forecasting}, 
      author={Haonan Yang and Jianchao Tang and Zhuo Li and Long Lan},
      year={2025},
      eprint={2508.02753},
      archivePrefix={arXiv},
}

Concat

If you have any questions or want to use the code, please contact yanghaonan21@nudt.edu.cn.