LipKernel: Lipschitz-Bounded Convolutional Neural Networks via Dissipative Layers

Patricia Pauli, Ruigang Wang, Ian Manchester +1

We propose a novel layer-wise parameterization for convolutional neural networks (CNNs) that includes built-in robustness guarantees by enforcing a prescribed Lipschitz bound. Each…