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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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