This paper is a first attempt to provide a unified framework for studying signal processing problems where designers have to cope with the presence of an adversary, including media forensics, watermarking, adversarial machine learning, biometric spoofing, etc. We focus on the binary decision problem and discuss which strategies the adversary can use to flip the decision output at minimal cost, including blind sensitivity attacks and hill-climbing attacks. As the defender can also play smarter by considering the presence of a rational adversary, we introduce a game-theoretic approach where some advances have been recently made. We conclude by discussing some trends raised by this game-theoretic formulation.

Barni, M., Perez Gonzalez, F. (2013). Coping with the enemy: advances in adversary-aware signal processing. In Proceedings of ICASSP 2013 (pp.8682-8686). New York : IEEE.

Coping with the enemy: advances in adversary-aware signal processing

BARNI, MAURO;
2013-01-01

Abstract

This paper is a first attempt to provide a unified framework for studying signal processing problems where designers have to cope with the presence of an adversary, including media forensics, watermarking, adversarial machine learning, biometric spoofing, etc. We focus on the binary decision problem and discuss which strategies the adversary can use to flip the decision output at minimal cost, including blind sensitivity attacks and hill-climbing attacks. As the defender can also play smarter by considering the presence of a rational adversary, we introduce a game-theoretic approach where some advances have been recently made. We conclude by discussing some trends raised by this game-theoretic formulation.
2013
978-1-4799-0356-6
Barni, M., Perez Gonzalez, F. (2013). Coping with the enemy: advances in adversary-aware signal processing. In Proceedings of ICASSP 2013 (pp.8682-8686). New York : IEEE.
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11365/46342
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