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Attax: adversarial attacks using JAX

Project description

Attax is python library with implementations of some common adversarial attacks using JAX. For now this is a prototype at best and I refer you my other project, Foolbox, that also supports JAX and provides a well-tested suite of adversarial attacks.

Installation

pip install attax

Example

import attax
from functools import partial

def predict(params, inputs):
    # see https://github.com/google/jax
    # ...

params = ...  # model parameters
x = ...  # input data
y = ...  # labels

f = partial(predict, params)

x_adv = attax.pgd(f, x, y, epsilon=0.3)

print((f(x).argmax(axis=-1) == y).mean())
print((f(x_adv).argmax(axis=-1) == y).mean())

Project details


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