This repository contains the source code for reproducing the results of the CCS'22 paper "Identifying a Training-Set Attack's Target Using Renormalized Influence Estimation".
- Authors: Zayd Hammoudeh and Daniel Lowd
- Link to Paper: Arxiv
Each task is divided into a different subprogram. Inside the corresponding source directory, call:
python driver.py ConfigFile
where ConfigFile is one of the yaml configuration files in folder configs.
Our implementation was tested in Python 3.10.10. For the full requirements, see requirements.txt.
We recommend running our program in a virtual environment. Once your virtual environment is created and active, run the following in the src directory:
pip install --user --upgrade pip
pip install -r requirements.txt
@inproceedings{Hammoudeh:2022:TargetIdentification,
author = {Zayd Hammoudeh and
Daniel Lowd},
title = {Identifying a Training-Set Attack's Target Using Renormalized Influence Estimation},
booktitle = {Proceedings of the 2022 {ACM} {SIGSAC} Conference on Computer and Communications Security},
series = {{CCS}’22},
year = {2022},
}