Author

Javier Maass

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#machine learning Preprint Oct 2026

Infinite ResNets are Gaussian Mean ODEs

This paper obtains a simple description of the large-scale limit training dynamics for ResNets in standard shape scalings and in the $1/\text{depth}$ branch scaling that allows maximal (local) feature updates, and discusses Mixture of Expert models, where likewise the limit admits an intuitive Mean ODE description.

Louis-Pierre Chaintron, Lénaïc Chizat, Javier Maass · 0 citations