Finding adversarial examples for a linear classifier.
- Gurobi
- You will need the Gurobi solver to run
find_adversarial_example.m. Unfortunately, even for this simple problem, the built-in MATLAB solver does not give a sufficiently accurate answer. - Remember to setup Gurobi following the instructions here before attempting to run the code.
- Alternatively, you can add the Gurobi MATLAB folder to your
startup.mfile (runwhich startupin MATLAB to determine where it is). The appropriate command is of the formaddpath 'C:\gurobi702\win64\matlab'.
- You will need the Gurobi solver to run
- Entrypoint
- Start with
main.m- this should give you an example of how to 1) find an example linear classifier, 2) find adversarial examples for a given example and linear classifier, and 3) how to visualize the original and perturbed images.
- Start with