DIRU: dendrite-inspired recurrent units for learning chaotic dynamics and neonatal epilepsy time series
We introduce the Dendrite-Inspired Recurrent Unit (DIRU), a novel recurrent neural network architecture that incorporates compartmentalized computation inspired by the hierarchical processing of biological dendrites. Unlike classical recurrent models, which encode temporal dynamics within a single homogeneous hidden st...