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With recent breakthroughs in deep neural networks, numerous tasks within autonomous driving have exhibited remarkable performance. However, deep learning models are susceptible to adversarial attacks, presenting significant security risks…

机器学习 · 计算机科学 2024-09-13 Lu Wang , Tianyuan Zhang , Yikai Han , Muyang Fang , Ting Jin , Jiaqi Kang

Autonomous agents are increasingly deployed in both offensive and defensive cyber operations, creating high-speed, closed-loop interactions in critical infrastructure environments. Advanced Persistent Threat (APT) actors exploit "Living off…

密码学与安全 · 计算机科学 2026-04-07 Yiyao Zhang , Diksha Goel , Hussain Ahmad

Language Model Agents (LMAs) are emerging as a powerful primitive for augmenting red-team operations. They can support attack planning, adversary emulation, and the orchestration of multi-step activity such as lateral movement, a core…

密码学与安全 · 计算机科学 2026-05-08 Mohammad Mamun , Mohamed Gaber , Scott Buffett , Sherif Saad

Autonomous emergency steering (AES) systems have the promising potential to further reduce traffic fatalities with other (potentially vulnerable) traffic participants by using relatively small lateral deviations to realize collision-free…

最优化与控制 · 数学 2022-12-26 Chris van der Ploeg , Ron Wouters , Mart Baars , Anh-Lam Do , François Fauvel

To autonomously control vehicles, driving agents use outputs from a combination of machine-learning (ML) models, controller logic, and custom modules. Although numerous prior works have shown that adversarial examples can mislead ML models…

密码学与安全 · 计算机科学 2025-11-20 Henry Wong , Clement Fung , Weiran Lin , Karen Li , Stanley Chen , Lujo Bauer

Advanced driver assistance systems are advancing at a rapid pace and all major companies started investing in developing the autonomous vehicles. But the security and reliability is still uncertain and debatable. Imagine that a vehicle is…

人机交互 · 计算机科学 2018-10-10 Amara Dinesh Kumar , Koti Naga Renu Chebrolu , Vinayakumar R , Soman KP

Autonomous vehicles (AVs) are poised to revolutionize modern transportation, offering enhanced safety, efficiency, and convenience. However, the increasing complexity and connectivity of AV systems introduce significant cybersecurity…

系统与控制 · 电气工程与系统科学 2024-12-23 Amal Yousseef , Shalaka Satam , Banafsheh Saber Latibari , Jesus Pacheco , Soheil Salehi , Salim Hariri , Partik Satam

Autonomous AI agents extend large language models into full runtime systems that load skills, ingest external content, maintain memory, plan multi-step actions, and invoke privileged tools. In such systems, security failures rarely remain…

密码学与安全 · 计算机科学 2026-04-28 Yixiang Zhang , Xinhao Deng , Jiaqing Wu , Yue Xiao , Ke Xu , Qi Li

In the rapidly evolving landscape of software engineering, the demand for robust and secure systems has become increasingly critical. This is especially true for self-adaptive systems due to their complexity and the dynamic environments in…

Unmanned Aircraft Vehicles (UAVs) are becoming a crucial tool in modern warfare, primarily due to their cost-effectiveness, risk reduction, and ability to perform a wider range of activities. The use of autonomous UAVs to conduct strike…

机器人学 · 计算机科学 2024-03-05 Meshari Aljohani , Ravi Mukkamalai , Stephen Olariu

Large Language Models (LLMs) have demonstrated strong capabilities as autonomous agents through tool use, planning, and decision-making abilities, leading to their widespread adoption across diverse tasks. As task complexity grows,…

多智能体系统 · 计算机科学 2025-11-10 Ishan Kavathekar , Hemang Jain , Ameya Rathod , Ponnurangam Kumaraguru , Tanuja Ganu

The increasing adoption of Reinforcement Learning in safety-critical systems domains such as autonomous vehicles, health, and aviation raises the need for ensuring their safety. Existing safety mechanisms such as adversarial training,…

机器学习 · 计算机科学 2021-11-11 Paulina Stevia Nouwou Mindom , Amin Nikanjam , Foutse Khomh , John Mullins

The rapid evolution of sophisticated cyberattacks has strained modern Security Operations Centers (SOC), which traditionally rely on rule-based or signature-driven detection systems. These legacy frameworks often generate high volumes of…

密码学与安全 · 计算机科学 2026-03-03 Chuanming Tang , Ling Qing , Shifeng Chen

Autonomous driving vehicles provide a vast potential for realizing use cases in the on-road and off-road domains. Consequently, remarkable solutions exist to autonomous systems' environmental perception and control. Nevertheless, proof of…

机器人学 · 计算机科学 2024-03-29 Patrick Wolf

The rapid development of artificial intelligence, especially deep learning technology, has advanced autonomous driving systems (ADSs) by providing precise control decisions to counterpart almost any driving event, spanning from anti-fatigue…

机器学习 · 计算机科学 2021-04-13 Yao Deng , Tiehua Zhang , Guannan Lou , Xi Zheng , Jiong Jin , Qing-Long Han

Machine learning models are now widely deployed in real-world applications. However, the existence of adversarial examples has been long considered a real threat to such models. While numerous defenses aiming to improve the robustness have…

机器学习 · 计算机科学 2021-03-10 Sahar Abdelnabi , Mario Fritz

Autonomous vehicles rely on LiDAR sensors to detect obstacles such as pedestrians, other vehicles, and fixed infrastructures. LiDAR spoofing attacks have been demonstrated that either create erroneous obstacles or prevent detection of real…

系统与控制 · 电气工程与系统科学 2023-02-16 Hongchao Zhang , Zhouchi Li , Shiyu Cheng , Andrew Clark

Due to the broad attack surface and the lack of runtime protection, potential safety and security threats hinder the real-life adoption of autonomous vehicles. Although efforts have been made to mitigate some specific attacks, there are few…

密码学与安全 · 计算机科学 2023-01-31 Kun Cheng , Yuan Zhou , Bihuan Chen , Rui Wang , Yuebin Bai , Yang Liu

With the rapidly growing interest in autonomous navigation, the body of research on motion planning and collision avoidance techniques has enjoyed an accelerating rate of novel proposals and developments. However, the complexity of new…

机器人学 · 计算机科学 2018-06-06 Vahid Behzadan , Arslan Munir

A system vulnerability analysis technique (SVAT) for the analysis of complex mission critical systems (CMCS) that cannot be taken offline or subjected to the risks posed by traditional penetration testing was previously developed. This…

密码学与安全 · 计算机科学 2024-09-18 Matthew Tassava , Cameron Kolodjski , Jeremy Straub