Jevon Twitty

StretchTime: Adaptive Time Series Forecasting via Symplectic Attention

Transformer architectures have established strong baselines in time series forecasting, yet they typically rely on positional encodings that assume uniform, index-based temporal progression. However, real-world systems, from shifting financial cycles to elastic biological rhythms, frequently exhibit…