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@inbook{2289479,
author = {Drašar, Martin},
address = {Cham},
booktitle = {Autonomous Intelligent Cyber Defense Agent (AICA): A Comprehensive Guide},
doi = {http://dx.doi.org/10.1007/978-3-031-29269-9_3},
edition = {1.},
editor = {Kott, Alexander},
keywords = {perception;autonomous agents;world representation;belief state;observation space},
howpublished = {elektronická verze "online"},
language = {eng},
location = {Cham},
isbn = {978-3-031-29269-9},
pages = {47-61},
publisher = {Springer International Publishing},
title = {Perception of the Environment},
url = {https://link.springer.com/chapter/10.1007/978-3-031-29269-9_3},
year = {2023}
}
TY - CHAP
ID - 2289479
AU - Drašar, Martin
PY - 2023
TI - Perception of the Environment
VL - Advances in Information Security, 87
PB - Springer International Publishing
CY - Cham
SN - 9783031292699
KW - perception;autonomous agents;world representation;belief state;observation space
UR - https://link.springer.com/chapter/10.1007/978-3-031-29269-9_3
N2 - This chapter discusses the intricacies of cybersecurity agents' perception. It addresses the complexity of perception and illuminates how perception is shaping and influencing the decision-making process. It then explores the necessary considerations when crafting the world representation and discusses the power and bandwidth constraints of perception and the underlying issues of AICA's trust in perception. On these foundations, it provides the reader with a guide to developing perception models for AICA, discussing the trade-offs of each objective state approximation. The guide is written in the context of the CYST cybersecurity simulation engine, which aims to closely model cybersecurity interactions and can be used as a basis for developing AICA. Because CYST is freely available, the reader is welcome to try implementing and evaluating the proposed methods for themselves.
ER -
DRAŠAR, Martin. Perception of the Environment. Online. In Kott, Alexander. \textit{Autonomous Intelligent Cyber Defense Agent (AICA): A Comprehensive Guide}. 1. vyd. Cham: Springer International Publishing, 2023, s.~47-61. Advances in Information Security, 87. ISBN~978-3-031-29269-9. Dostupné z: https://dx.doi.org/10.1007/978-3-031-29269-9\_{}3.
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