How Much Computation Does Every Forecast Need? Structured Block Skipping in Two Time-Series Foundation Models
Across both models, different equal-budget masks win on different windows, and a retrospective oracle significantly improves over the best static mask on every dataset, however, dataset-specific masks transfer inconsistently, and Chronos representations do not support reliable unseen-domain routing.