Minimality of the exponential-recovery identity
Determine whether the displayed identity recovering $e^z$ from the activation function $F(z)=e^z+\ln z$ and rational operations is the simplest construction of its kind.
References
The constants used in identity, namely $1,2,3,\ln{2},\ln{3}$ are needed as written but are likely redundant. The complexity of identity in RPN form is K=23, far beyond direct enumeration reach, and it is not known whether it is the simplest possible construction of this kind.
— Diversity of EML-type operators
(2609.11210 - Odrzywołek, 10 Sep 2026) in Section 4, “Möbius layer neural networks”