Md Asif Bin Syed

Position: Time-Series Foundation Models Require Explicit Domain-Level Benchmarks

Time series foundation models (TSFMs) have demonstrated strong performance on established benchmarks such as GIFT-Eval, Monash, and TSFM-Bench. However, these benchmarks pool datasets from many domains with uneven representation, which can obscure performance within specific application areas such a…