Floating-Point Neural Networks Are Provably Robust Universal Approximators

Geonho Hwang, Wonyeol Lee, Yeachan Park +2

The classical universal approximation (UA) theorem for neural networks establishes mild conditions under which a feedforward neural network can approximate a continuous function $f…