2 papers
cs.AI2026
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…
cs.LG2026
TS-Fault: Benchmarking Time Series Forecasters Against Structural Faults
Yuyang Zhao, Lian Xu, Hao Miao +2
Time series forecasting (TSF) underpins consequential decisions in energy, transportation, finance, and healthcare, yet TSF models are almost universally ranked by a single number…