Translate static to deployed performance
Background: Impermanent provides a novel evaluation protocol for time series foundation models that contrasts with traditional static benchmarks by focusing on temporal generalization in dynamic environments.
Question / Future Work: A broader goal for the live benchmark framework is to serve as a shared resource for determining whether the good performance achieved by forecasting models in static, controlled settings successfully translates into reliable performance when deployed in dynamic, real-world conditions.
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- created_at
- 2026-03-27T14:08:19Z