Loukas Papadoulas

L\'evy Attention: Single-Pass Predictive Uncertainty for Continuous-Time Attention

This work shows the attention layer itself can close that gap between deep models for irregularly-sampled time series answer queries at arbitrary continuous timestamps: with the right stochastic formulation, the pass that makes each prediction also reports how far it should be trusted.