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README.md
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README.md

FAIL Model

The FAIL model is a framweork for evaluating adversarial attacks across scenarios with limited levels of knowledge.

Installation

Tested on Python 3.6.5 with the libraries versions specified in requirements.txt

Usage

Currently, only white-box jsma is functioning:

jsma_script.py

Contributors

  • Yigitcan Kaya
  • Radu Marginean
  • Octavian Suciu

Citing this work

@inproceedings {217486, author = {Octavian Suciu and Radu Marginean and Yigitcan Kaya and Hal Daume III and Tudor Dumitras}, title = {When Does Machine Learning {FAIL}? Generalized Transferability for Evasion and Poisoning Attacks}, booktitle = {27th {USENIX} Security Symposium ({USENIX} Security 18)}, year = {2018}, isbn = {978-1-931971-46-1}, address = {Baltimore, MD}, pages = {1299--1316}, url = {https://www.usenix.org/conference/usenixsecurity18/presentation/suciu}, publisher = {{USENIX} Association}, }

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