Case Study: Neural Network Malware Detection Verification for Feature and Image Datasets

Author:

Robinette Preston K.1ORCID,Manzanas Lopez Diego1ORCID,Serbinowska Serena2ORCID,Leach Kevin1ORCID,Johnson Taylor T1ORCID

Affiliation:

1. Vanderbilt University, Nashville, TN, United States of America

2. Vanderbilt University, Nashville, TN, USA

Funder

National Defense Science and Engineering Graduate

NSF (National Science Foundation)

Defense Advanced Research Projects Agency

Air Force Office of Scientific Research

Publisher

ACM

Reference39 articles.

1. [n. d.]. 2022 Incident Response Report. https://www.paloaltonetworks.com/unit42/2022-incident-response-report

2. Stanley Bak. 2021. nnenum: Verification of ReLU Neural Networks with Optimized Abstraction Refinement. In NASA Formal Methods Symposium. Springer.

3. Branch and Bound for Piecewise Linear Neural Network Verification;Bunel Rudy;J. Mach. Learn. Res.,2020

4. Nicholas Carlini, Florian Tramer, Krishnamurthy Dj Dvijotham, Leslie Rice, Mingjie Sun, and J Zico Kolter. 2023. (Certified!!) Adversarial Robustness for Free!. In The Eleventh International Conference on Learning Representations. https://openreview.net/forum?id=JLg5aHHv7j

5. Nicholas Carlini and David Wagner. 2017. Magnet and" efficient defenses against adversarial attacks" are not robust to adversarial examples. arXiv preprint arXiv:1711.08478 (2017).

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1. Tutorial: Safe, Secure, and Trustworthy Artificial Intelligence (AI) via Formal Verification of Neural Networks and Autonomous Cyber-Physical Systems (CPS) with NNV;2024 54th Annual IEEE/IFIP International Conference on Dependable Systems and Networks - Supplemental Volume (DSN-S);2024-06-24

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