Temporal Predictive Multiplicity: Equally Accurate Time Series Models Yield Different Forecast Trajectories

Models with near-identical predictive performance can yield substantially different predictions, a phenomenon known as predictive multiplicity. Prior work has mostly studied this at the level of individual scalar outputs. In time-series forecasting, however, predictions across horizons jointly defin