https://github.com/samkg/nn-sat-verifier
https://github.com/samkg/nn-sat-verifier
Last synced: over 1 year ago
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- Host: GitHub
- URL: https://github.com/samkg/nn-sat-verifier
- Owner: SamKG
- Created: 2020-10-25T22:01:40.000Z (over 5 years ago)
- Default Branch: main
- Last Pushed: 2021-05-06T20:42:10.000Z (about 5 years ago)
- Last Synced: 2025-01-21T12:34:20.318Z (over 1 year ago)
- Language: Jupyter Notebook
- Size: 1.37 MB
- Stars: 0
- Watchers: 2
- Forks: 0
- Open Issues: 0
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Metadata Files:
- Readme: README.md
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README
# NN-SAT-Verifier
It has been shown that adversarial inputs to neural networks can be generated using SMT solvers [1]. This project aims to explore these attacks in a simplified setting, based on Microsoft's open source z3 solver. See analysis/verification.py for the bulk of the logic of the solver.
[1] Guy Katz, Clark Barrett, David Dill, Kyle Julian, and Mykel Kochenderfer. Reluplex: Anefficient smt solver for verifying deep neural networks, 2017