Improving Analog Neural Network Robustness: A Noise-Agnostic Approach with Explainable Regularizations

Alice Duque, Pedro Freire, Egor Manuylovich +3

This work tackles the critical challenge of mitigating "hardware noise" in deep analog neural networks, a major obstacle in advancing analog signal processing devices. We propose a…