Adversarial Examples as an Input-Fault Tolerance Problem

Code

• github.com/uoguelph-mlrg/nips18-secml-advex-input-fault
  OfficialIn paperpytorch★ 0

Abstract

We analyze the adversarial examples problem in terms of a model's fault tolerance with respect to its input. Whereas previous work focuses on arbitrarily strict threat models, i.e., -perturbations, we consider arbitrary valid inputs and propose an information-based characteristic for evaluating tolerance to diverse input faults.

Tasks

Reproductions