Liang-Huo Xu

Time Series Forecasting Benchmarks Need Scenario-Grounded Stress Testing

Time series forecasting (TSF) increasingly drives decisions in transportation, energy, finance, healthcare, and infrastructure, yet current evaluation remains overly narrow: standard benchmarks reward low held-out error, while robustness studies typically reduce failure to Gaussian noise, random masking, or bounded adv...