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math.OC2025
Genericity of Polyak-Lojasiewicz Inequalities for Entropic Mean-Field Neural ODEs
Samuel Daudin, François Delarue
We address the behavior of idealized deep residual neural networks (ResNets), modeled via an optimal control problem set over continuity (or adjoint transport) equations. The conti…
math.OC2025
Quantitative convergence for mean field control with common noise and degenerate idiosyncratic noise
Alekos Cecchin, Samuel Daudin, Joe Jackson +1
We consider the convergence problem in the setting of mean field control with common noise and degenerate idiosyncratic noise. Our main results establish a rate of convergence of t…