#CMA-ES

Gradient-Free Evolutionary Model GENREG: How Radial Space Search Bypasses Backpropagation

GENREG-Radial Space is a gradient-free evolutionary optimization model that replaces backpropagation with structured radial space search. This article analyzes its core mechanisms, temporal evolution design, exploration-exploitation balance, and potential as a hybrid paradigm.