Haoyi Jia

STrans: Spontaneous Architecture Evolution for Adaptive Time Series Forecasting

While Transformers have revolutionized time series forecasting, they remain trapped by manual architecture design—every model uses the same attention mechanism, normalization, and activation choices. What if we could automatically discover the perfect architectural recipe for each dataset? This work