Convex neural network synthesis for robustness in the 1-norm

Ross Drummond, Chris Guiver, Matthew C. Turner

With neural networks being used to control safety-critical systems, they increasingly have to be both accurate (in the sense of matching inputs to outputs) and robust. However, the…