Habib Irani

DyWPE: Signal-Aware Dynamic Wavelet Positional Encoding for Time Series Transformers

Existing positional encoding methods in transformers are fundamentally signal-agnostic, deriving positional information solely from sequence indices while ignoring the underlying signal characteristics. This limitation is particularly problematic for time series analysis, where signals exhibit compl…