Hyunbin Jin

What If TSF: Reframing Time Series Forecasting as Scenario-Guided Multimodal Forecasting

This work introduces What If TSF (WIT), a benchmark for evaluating whether models effectively respond to future scenarios, and shows that factual accuracy gains do not consistently translate into appropriate responses to alternative scenarios, demonstrating the need to evaluate multimodal forecasting beyond predictive...