Liquid Neural Networks are applied to forecast Henry Hub natural gas spot prices, using their dynamic state updates to address nonstationary market behavior.
Compared to other series, natural gas cumulative returns (black line) exhibit extreme volatility, ranging from -80% to +220%, while the USD Index (purple) barely moves beyond ±15%
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Liquid Neural Network Models for Natural Gas Spot Price Time-Series Forecasting
Liquid Neural Networks are applied to forecast Henry Hub natural gas spot prices, using their dynamic state updates to address nonstationary market behavior.