We provide theoretical analysis on the convergence of Flow and empirically demonstrate the superiority of Flow in improving clients' accuracy compared

Will the Gulf's push for its own AI succeed? That, and US tech giants' plans to spend more than $600bn this year alone. Can the Gulf states capture some of the US's tech dominance for themselves? I spent most of last week in Doha at the Web Summit Qatar, the Gulf's new version of the popular annual tech conference. One theme stood out among the speeches I watched and the conversations I had: sovereignty.

Since many areas, such as biology or discrete-event systems, are naturally described in continuous time, we present a model based on a Markov jumpprocessmodulating asubordinated diffusionprocess. Weprovidetheexact evolution equations fortheprior andposterior marginal densities, thedirect solutions of which are however computationally intractable.

Data augmentation has emerged asaneffectivedata pre-processing ordata transformation step to mitigateoverfitting [31],toencourage local smoothness [57],andtoimprovegeneralization [6]in machine learning pipelines such as deep neural networks.