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L-AutoDA

Installation and Setup

We suggest to use python version >= 3.11 to avoid bugs (Robustbench use python dependency>=3.10). Use the following command to install the required packages:

conda create -n LDAEX python=3.11

Install torch

conda install pytorch torchvision torchaudio pytorch-cuda=11.8 -c pytorch -c nvidia

Install Robustbench

pip install git+https://github.com/RobustBench/robustbench.git

Install Other Dependencies

pip install foolbox matplotlib joblib

Reference

If you find this repo useful, please consider to cite our paper:

@inproceedings{guo:2024:lautoda,
  author       = {Ping Guo and
                  Fei Liu and
                  Xi Lin and
                  Qingchuan Zhao and
                  Qingfu Zhang},
  title        = {L-AutoDA: Large Language Models for Automatically Evolving Decision-based
                  Adversarial Attacks},
  booktitle    = {Proceedings of the Genetic and Evolutionary Computation Conference
                  Companion, {GECCO}},
  pages        = {1846--1854},
  publisher    = {{ACM}},
  year         = {2024}
}

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