20 citations · 40 across the 7 of their papers we have counts for
Showing 2022Show all
2 papers · 1 filter
stat.ML2022
Quantitative Universal Approximation Bounds for Deep Belief Networks
Julian Sieber, Johann Gehringer
We show that deep belief networks with binary hidden units can approximate any multivariate probability density under very mild integrability requirements on the parental density o…
math.PR2022
On the (Non-)Stationary Density of Fractional-Driven Stochastic Differential Equations
Xue-Mei Li, Fabien Panloup, Julian Sieber
We investigate the stationary measure of SDEs driven by additive fractional noise with any Hurst parameter and establish that admits a smooth Lebesgue density obeying both…