Time Series Forecasting Benchmarks Need Scenario-Grounded Stress Testing

Yuyang Zhao, Lian Xu, Hao Xue

Time series forecasting (TSF) increasingly drives decisions in transportation, energy, finance, healthcare, and infrastructure, yet current evaluation remains overly narrow: standa…