Foundations without Fundamentals: Zero-Shot Blind Spots in Time Series FMs

Nafiseh Ghoroghchian, Haipeng Zhang, Shuyi Han +2

Despite the success of Time Series Foundation Models (TSFMs) on broad benchmarks, their ability to internalize basic temporal logic, especially in settings supported by exogenous c…