Enhancing Foundation Models for Time Series Forecasting via Wavelet-based Tokenization

Luca Masserano, Abdul Fatir Ansari, Boran Han, Xiyuan Zhang, Christos Faloutsos +6 more
2/14/2026

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@article{masserano2026enhancing,
  title  = {Enhancing Foundation Models for Time Series Forecasting via Wavelet-based Tokenization},
  author = {Luca Masserano and Abdul Fatir Ansari and Boran Han and Xiyuan Zhang and Christos Faloutsos and Michael W. Mahoney and Andrew Gordon Wilson and Youngsuk Park and Syama Sundar Rangapuram and Danielle C. Maddix and Bernie Wang},
  year   = {2026},
  url    = {https://api.semanticscholar.org/CorpusID:b92a57d411390c87b00022d5e54587337a460af7},
  journal = {ICML 2025 2025}
}

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