TimeStacker: A Novel Framework with Multilevel Observation for Capturing Nonstationary Patterns in Time Series Forecasting

Qinglong Liu, Cong Xu, Wenhao Jiang, Kaixuan Wang, Lin Ma +1 more
2/14/2026

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@article{liu2026timestacker,
  title  = {TimeStacker: A Novel Framework with Multilevel Observation for Capturing Nonstationary Patterns in Time Series Forecasting},
  author = {Qinglong Liu and Cong Xu and Wenhao Jiang and Kaixuan Wang and Lin Ma and Haifeng Li},
  year   = {2026},
  url    = {https://api.semanticscholar.org/CorpusID:afbdb9a4fb2b57c612bdf10510683a1e48f01476},
  journal = {ICML 2025 2025}
}

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