Periodicity Decoupling Framework for Long-term Series Forecasting

Tao Dai, Beiliang Wu, Peiyuan Liu, Naiqi Li, Jigang Bao +2 more
2/12/2026

No official code found. Best implementation: Hank0626/PDF (147 stars, AGPL-3.0, last commit 2024-05-29).

Semantic Scholar

Code Implementations(1)

Hank0626/PDFCommunity60%
AGPL-3.0

Official implementation of "Periodicity Decoupling Framework for Long-term Series Forecasting" (ICLR 2024)

14713Shell, PythonSep 30, 20232 years agoAGPL-3.0
decouplefourier-transformperiodicitytime-seriestime-series-forecasting+1 more

Cite this paper

@article{dai2026periodicity,
  title  = {Periodicity Decoupling Framework for Long-term Series Forecasting},
  author = {Tao Dai and Beiliang Wu and Peiyuan Liu and Naiqi Li and Jigang Bao and Yong Jiang and Shu-Tao Xia},
  year   = {2026},
  url    = {https://api.semanticscholar.org/CorpusID:9927e562b91228a6e0cfbeeba2cc2923d363583e},
  journal = {ICLR 2024 2024}
}

Discussion