Beyond Static Leaderboards: Capability-Focused Evaluation with Structural Diversity for Time Series Foundation Models.

arXiv:2610.26251v1 Announce Type: new Abstract: Static public benchmarks for time series foundation models (TSFMs) typically have fixed and narrow test distributions. Their repeated reuse encourages benchmark-specific tuning, making reported performance reflec