most citedImproving Significant Wave Height Prediction Using Chronos Models

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physics.ao-ph2026

On the Limits of Univariate Deep Learning for Significant Wave Height Forecasting

Yilin Zhai, Hongyuan Shi, Zaijin You

This study conducts a systematic hyperparameter search across five deep learning architectures, DLinear, LSTM, PatchTST, ResAttLstm, and Mamba2, and nine context lengths (1-168 h)…