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Home / Proceedings / Proceedings of the AAAI Conference on Artificial Intelligence / EAAI-20

Deception in Finitely Repeated Security Games

February 1, 2023

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Authors

Thanh H. Nguyen

University of Oregon


Yongzhao Wang

University of Michigan


Arunesh Sinha

University of Michigan


Michael P. Wellman

University of Michigan


DOI:

10.1609/aaai.v33i01.33012133


Abstract:

Allocating resources to defend targets from attack is often complicated by uncertainty about the attacker’s capabilities, objectives, or other underlying characteristics. In a repeated interaction setting, the defender can collect attack data over time to reduce this uncertainty and learn an effective defense. However, a clever attacker can manipulate the attack data to mislead the defender, influencing the learning process toward its own benefit. We investigate strategic deception on the part of an attacker with private type information, who interacts repeatedly with a defender. We present a detailed computation and analysis of both players’ optimal strategies given the attacker may play deceptively. Computational experiments illuminate conditions conducive to strategic deception, and quantify benefits to the attacker. By taking into account the attacker’s deception capacity, the defender can significantly mitigate loss from misleading attack actions.

Topics: AAAI

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HOW TO CITE:

Thanh H. Nguyen||Yongzhao Wang||Arunesh Sinha||Michael P. Wellman Deception in Finitely Repeated Security Games Proceedings of the AAAI Conference on Artificial Intelligence (2019) 2133-2140.

Thanh H. Nguyen||Yongzhao Wang||Arunesh Sinha||Michael P. Wellman Deception in Finitely Repeated Security Games AAAI 2019, 2133-2140.

Thanh H. Nguyen||Yongzhao Wang||Arunesh Sinha||Michael P. Wellman (2019). Deception in Finitely Repeated Security Games. Proceedings of the AAAI Conference on Artificial Intelligence, 2133-2140.

Thanh H. Nguyen||Yongzhao Wang||Arunesh Sinha||Michael P. Wellman. Deception in Finitely Repeated Security Games. Proceedings of the AAAI Conference on Artificial Intelligence 2019 p.2133-2140.

Thanh H. Nguyen||Yongzhao Wang||Arunesh Sinha||Michael P. Wellman. 2019. Deception in Finitely Repeated Security Games. "Proceedings of the AAAI Conference on Artificial Intelligence". 2133-2140.

Thanh H. Nguyen||Yongzhao Wang||Arunesh Sinha||Michael P. Wellman. (2019) "Deception in Finitely Repeated Security Games", Proceedings of the AAAI Conference on Artificial Intelligence, p.2133-2140

Thanh H. Nguyen||Yongzhao Wang||Arunesh Sinha||Michael P. Wellman, "Deception in Finitely Repeated Security Games", AAAI, p.2133-2140, 2019.

Thanh H. Nguyen||Yongzhao Wang||Arunesh Sinha||Michael P. Wellman. "Deception in Finitely Repeated Security Games". Proceedings of the AAAI Conference on Artificial Intelligence, 2019, p.2133-2140.

Thanh H. Nguyen||Yongzhao Wang||Arunesh Sinha||Michael P. Wellman. "Deception in Finitely Repeated Security Games". Proceedings of the AAAI Conference on Artificial Intelligence, (2019): 2133-2140.

Thanh H. Nguyen||Yongzhao Wang||Arunesh Sinha||Michael P. Wellman. Deception in Finitely Repeated Security Games. AAAI[Internet]. 2019[cited 2023]; 2133-2140.


ISSN: 2374-3468


Published by AAAI Press, Palo Alto, California USA
Copyright 2022, Association for the Advancement of
Artificial Intelligence 1900 Embarcadero Road, Suite
101, Palo Alto, California 94303 All Rights Reserved

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