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Traditional techniques for Cyber-Physical Systems (CPS) security design either treat the cyber and physical systems independently, or do not address the specific vulnerabilities of real time embedded controllers and networks used to monitor…

Cryptography and Security · Computer Science 2020-05-29 Ashraf Tantawy , Abdelkarim Erradi , Sherif Abdelwahed , Khaled Shaban

The impact of frontier AI (i.e., AI agents and foundation models) in cybersecurity is rapidly increasing. In this paper, we comprehensively analyze this trend through multiple aspects: quantitative benchmarks, qualitative literature review,…

Cryptography and Security · Computer Science 2025-12-01 Yujin Potter , Wenbo Guo , Zhun Wang , Tianneng Shi , Hongwei Li , Andy Zhang , Patrick Gage Kelley , Kurt Thomas , Dawn Song

Most cyber-physical systems (CPS) encounter a large volume of data which is added to the system gradually in real time and not altogether in advance. In this paper, we provide a theoretical framework that yields optimal control strategies…

Optimization and Control · Mathematics 2022-12-21 Andreas A. Malikopoulos

AI models are increasingly deployed in live clinical environments where they must perform reliably across complex, high-stakes workflows that standard training and validation datasets were never designed to capture. Evaluating these systems…

Artificial Intelligence · Computer Science 2026-05-12 Prasanna Desikan , Harshit Rajgarhia , Shivali Dalmia , Ananya Mantravadi

Cyber-Physical Systems (CPSs) such as those found within autonomous vehicles are increasingly adopting Artificial Neural Network (ANN)-based controllers. To ensure the safety of these controllers, there is a spate of recent activity to…

Software Engineering · Computer Science 2021-10-06 Hammond Pearce , Xin Yang , Srinivas Pinisetty , Partha S. Roop

Modern algorithms in the domain of Deep Reinforcement Learning (DRL) demonstrated remarkable successes; most widely known are those in game-based scenarios, from ATARI video games to Go and the StarCraft~\textsc{II} real-time strategy game.…

Artificial Intelligence · Computer Science 2020-05-29 Eric MSP Veith , Nils Wenninghoff , Emilie Frost

Despite the growing interest in human-AI decision making, experimental studies with domain experts remain rare, largely due to the complexity of working with domain experts and the challenges in setting up realistic experiments. In this…

AI systems, in particular with deep learning techniques, have demonstrated superior performance for various real-world applications. Given the need for tailored optimization in specific scenarios, as well as the concerns related to the…

Artificial Intelligence · Computer Science 2024-11-12 Zhiyu Zhu , Zhibo Jin , Hongsheng Hu , Minhui Xue , Ruoxi Sun , Seyit Camtepe , Praveen Gauravaram , Huaming Chen

Deep neural network (DNN) architectures, such as convolutional neural networks (CNN), involve heavy computation and require hardware, such as CPU, GPU, and AI accelerators, to provide the massive computing power. With the many varieties of…

Computer Vision and Pattern Recognition · Computer Science 2018-12-04 Wei Wei , Lingjie Xu , Lingling Jin , Wei Zhang , Tianjun Zhang

As artificial intelligence (AI) becomes increasingly embedded in healthcare delivery, this chapter explores the critical aspects of developing reliable and ethical Clinical Decision Support Systems (CDSS). Beginning with the fundamental…

Artificial Intelligence · Computer Science 2025-02-18 Muhammet Alkan , Idris Zakariyya , Samuel Leighton , Kaushik Bhargav Sivangi , Christos Anagnostopoulos , Fani Deligianni

We empirically evaluate whether AI systems are more effective at attacking or defending in cybersecurity. Using CAI (Cybersecurity AI)'s parallel execution framework, we deployed autonomous agents in 23 Attack/Defense CTF battlegrounds.…

The use of Artificial Intelligence (AI) in high-risk, decision-making scenarios presents technical, safety, and normative challenges; problems that may only be ameliorated by human oversight. However, notions of human oversight lack a…

Cyber physical systems (CPS) are mission critical systems engineered by combination of cyber and physical systems respectively. These systems are tightly coupled, resource constrained systems and have dynamic real time applications. Due to…

Cryptography and Security · Computer Science 2016-11-03 Anees Ara , Mznah Al-Rodhaan , Yuan Tian , Abdullah Al-Dhelaan

Artificial Intelligence (AI) is becoming ubiquitous in domains such as medicine and natural science research. However, when AI systems are implemented in practice, domain experts often refuse them. Low acceptance hinders effective human-AI…

Human-Computer Interaction · Computer Science 2024-03-26 Auste Simkute , Ewa Luger , Michael Evans , Rhianne Jones

Many cyber-physical-human systems (CPHS) involve a human decision-maker who may receive recommendations from an artificial intelligence (AI) platform while holding the ultimate responsibility of making decisions. In such CPHS applications,…

Systems and Control · Electrical Eng. & Systems 2024-07-18 Aditya Dave , Heeseung Bang , Andreas A. Malikopoulos

Remote manipulation is emerging as one of the key robotics tasks needed in extreme environments. Several researchers have investigated how to add AI components into shared controllers to improve their reliability. Nonetheless, the impact of…

Robotics · Computer Science 2019-06-21 Claudio Zito , Maxime Adjigble , Brice D. Denoun , Lorenzo Jamone , Miles Hansard , Rustam Stolkin

This paper presents general strategies for cyber war gaming of Cyber-Physical Systems (CPSs) that are used for cyber security research at the U.S. Army Research Laboratory (ARL). Since Supervisory Control and Data Acquisition (SCADA) and…

Cryptography and Security · Computer Science 2017-08-25 E. J. M. Colbert , D. T. Sullivan , A Kott

Cyber-Physical Systems (CPSs) are increasingly prevalent across various industrial and daily-life domains, with applications ranging from robotic operations to autonomous driving. With recent advancements in artificial intelligence (AI),…

Software Engineering · Computer Science 2024-08-08 Renzhi Wang , Zhehua Zhou , Jiayang Song , Xuan Xie , Xiaofei Xie , Lei Ma

The world is witnessing an unprecedented growth of cyber-physical systems (CPS), which are foreseen to revolutionize our world {via} creating new services and applications in a variety of sectors such as environmental monitoring,…

Machine Learning · Computer Science 2018-10-31 Rachad Atat , Lingjia Liu , Jinsong Wu , Guangyu Li , Chunxuan Ye , Yang Yi