Quantum Tunneling-Aware Machine Learning: Physics-Derived Noise Models for Robust Deployment

Uiwon Hwang, Jaeho Hwang

Transistor scaling is approaching a quantum-mechanical limit, as thin gate oxides induce electron leakage through quantum tunneling. Unlike conventional digital systems, AI inferen…