Terence Lyons

Sequential Path Signature Networks for Personalised Longitudinal Language Modeling

Longitudinal user modeling can provide a strong signal for various downstream tasks. Despite the rapid progress in representation learning, dynamic aspects of modelling individuals’ language have only been sparsely addressed. We present a novel extension of neural sequential models using the notion…