Rokib Al Dhin Raadh

ORMAS: Neural Architectural Transparency Enables Autonomous Self-Correction

The neural network black box is not an inherent property of deep learning—it is a mathematical consequence of global backpropagation, where a single entangled error signal ren- ders mid-training structural collapse invisible. We show that structurally isolating gradient chains to...