30 citations · 54 across the 10 of their papers we have counts for
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math.PR2019★ 14 cited
Mean-Field Neural ODEs via Relaxed Optimal Control
Jean-François Jabir, David Šiška, Łukasz Szpruch
We develop a framework for the analysis of deep neural networks and neural ODE models that are trained with stochastic gradient algorithms. We do that by identifying the connection…
math.PR2019
Weak Existence and Uniqueness for McKean-Vlasov SDEs with Common Noise
William R. P. Hammersley, David Šiška, Łukasz Szpruch
This paper concerns the McKean-Vlasov stochastic differential equation (SDE) with common noise. An appropriate definition of a weak solution to such an equation is developed. The i…