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Calendar encoding choice can degrade holiday forecasts by over 80% in state-of-the-art TSFMs, revealing a critical blind spot in current covariate-informed model evaluation.
TSFMs can achieve competitive forecasting performance in critical infrastructure applications while also providing interpretable explanations that align with established domain knowledge.
