A G-only collective kernel EFT for pre-activation ResNets yields accurate mean kernel predictions at all depths but accumulates O(1) errors in covariance and fails for the 1/n correction due to source closure breakdown.
Janssen,On a Lagrangean for classical field dynamics and renormalization group calculations of dynamical critical properties,Zeitschrift für Physik B Condensed Matter23 (1976) 377
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Collective Kernel EFT for Pre-activation ResNets
A G-only collective kernel EFT for pre-activation ResNets yields accurate mean kernel predictions at all depths but accumulates O(1) errors in covariance and fails for the 1/n correction due to source closure breakdown.