BERN-NN: Tight Bound Propagation For Neural Networks Using Bernstein Polynomial Interval Arithmetic

no code implementations • 22 Nov 2022 • Wael Fatnassi, Haitham Khedr, Valen Yamamoto, Yasser Shoukry

Bernstein polynomials enjoy several interesting properties that allow BERN-NN to obtain tighter bounds compared to those relying on linear and convex approximations.