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PAMod: Modeling Cyclical Shifts via Phase-Amplitude Modulation for Non-stationary Time Series Forecasting

PAMod models cyclical non-stationary shifts via phase-amplitude modulation in normalized space to achieve state-of-the-art forecasting with lower cost and broad plug-and-play gains.

Yingbo Zhou, Yutong Ye, Shuhao Li, Rui Qian and 4 more

Sydney Poster Session 2, Tue, Dec 8, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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AI panel: 14 of 20 reviewers recommend it
lenient 5/5
medium 8/10
strict 1/5