160  cleverhans(1) - Kailash Tool Reference

160.1 cleverhans

cleverhans - CleverHans — adversarial-examples library for benchmarking ML robustness (week-after: derivation pending).

Layer ATTACK
Category a-05-model-extraction-inversion
Safety class requires-target
Licence MIT
Upstream github.com/cleverhans-lab/cleverhans

160.1.1 NAME

cleverhans - CleverHans — adversarial-examples library for benchmarking ML robustness (week-after: derivation pending).

160.1.2 SYNOPSIS & usage

Derived from the upstream README at generation time; verify against --help where the tool is installed.

pip install cleverhans
pip install git+https://github.com/cleverhans-lab/cleverhans.git#egg=cleverhans

160.1.3 DESCRIPTION (upstream)

This repository contains the source code for CleverHans, a Python library to benchmark machine learning systems’ vulnerability to adversarial examples. You can learn more about such vulnerabilities on the accompanying blog. The CleverHans library is under continual development, always welcoming of the latest attacks and defenses. In particular, we always welcome help towards resolving the issues currently open. Since v4.0.0, CleverHans supports 3 frameworks: JAX, PyTorch, and TF2. We are currently prioritizing implementing attacks in PyTorch, but we very m

160.1.4 SEE ALSO

ref: pin - verified 2026-10-14