arXiv stat.ML
· Papers
Convergence analysis of controlled particle systems arising in deep learning: from finite to infinite sample size
arXiv:2404.05185v4 Announce Type: replace-cross Abstract: This paper deals with a class of neural SDEs and studies the limiting behavior of the associated sampled optimal control problems as the sample size grows to infinity. The neural SDEs with $N$ samples can be linked to the $N$-particle systems with centralized co