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Obfuscatory Behavior and Deceptive Communication

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Explainable Human-AI Interaction

Abstract

In this chapter, we will focus the discussion on some of the behavioral and communication strategies that a robot can employ in adversarial environments. So far in this book, we have looked at how the robot can be interpretable to the human in the loop while it is interacting with her either through its behavior or through explicit communication. However, in the real world not all of the robot’s interactions may be of purely cooperative nature. The robot may come across entities of adversarial nature while it is completing its tasks in the environment. In such cases, the robot may have some secondary objectives like privacy preservation, minimizing information leakage, etc. in addition to its primary objective of achieving the task. Further, in adversarial settings it is not only essential to minimize information leakage but also to ensure that this process of minimizing information leakage is secure. Since an adversarial observer may use diagnosis to infer the internal information and then use that information to interfere with the robot’s objectives.

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Sreedharan, S., Kulkarni, A., Kambhampati, S. (2022). Obfuscatory Behavior and Deceptive Communication. In: Explainable Human-AI Interaction. Synthesis Lectures on Artificial Intelligence and Machine Learning. Springer, Cham. https://doi.org/10.1007/978-3-031-03767-2_9

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