Local Intrinsic Dimensionality Signals Adversarial Perturbations

About The Project

This repository contains the code for the paper titled 'Local Intrinsic Dimensionality Signals Adversarial Perturbations'.

Getting Started

To get a local copy up and running follow these simple steps.

Built With

The code was written and tested on Python 3.7.

Installation

1. Clone the repo

   git clone https://github.com/sandamal/adversarial_lid_bounds

2. Install python packages

   pip install -r requirements.txt

Project Structure

• lid_bounds_cdf.py - calculate the bounds using the CDFs of the distance distributions.
• lid_bounds_rank.py - calculate the bounds using the ranks instead of the CDFs of the distance distributions

License

Distributed under the MIT License.