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We introduce a novel framework for learning context-aware runtime monitors for AI-based control ensembles. Machine-learning (ML) controllers are increasingly deployed in (autonomous) cyber-physical systems because of their ability to solve…

Machine Learning · Computer Science 2026-04-03 Alejandro Luque-Cerpa , Mengyuan Wang , Emil Carlsson , Sanjit A. Seshia , Devdatt Dubhashi , Hazem Torfah

Despite significant developments in the design of surgical robots and automated techniques for objective evaluation of surgical skills, there are still challenges in ensuring safety in robot-assisted minimally-invasive surgery (RMIS). This…

Computer Vision and Pattern Recognition · Computer Science 2022-03-03 Zongyu Li , Kay Hutchinson , Homa Alemzadeh

Track circuits are critical for railway operations, acting as the main signalling sub-system to locate trains. Continuous Variable Current Modulation (CVCM) is one such technology. Like any field-deployed, safety-critical asset, it can…

Artificial Intelligence · Computer Science 2025-08-15 Debdeep Mukherjee , Eduardo Di Santi , Clément Lefebvre , Nenad Mijatovic , Victor Martin , Thierry Josse , Jonathan Brown , Kenza Saiah

Code-capable large language model (LLM) agents are increasingly embedded into software engineering workflows where they can read, write, and execute code, raising the stakes of safety-bypass ("jailbreak") attacks beyond text-only settings.…

Cryptography and Security · Computer Science 2025-10-03 Shoumik Saha , Jifan Chen , Sam Mayers , Sanjay Krishna Gouda , Zijian Wang , Varun Kumar

Safe motion planning algorithms are necessary for deploying autonomous robots in unstructured environments. Motion plans must be safe to ensure that the robot does not harm humans or damage any nearby objects. Generating these motion plans…

Control applications present hard operational constraints. A violation of these can result in unsafe behavior. This paper introduces Safe Interactive Model Based Learning (SiMBL), a framework to refine an existing controller and a system…

Systems and Control · Electrical Eng. & Systems 2019-11-19 Marco Gallieri , Seyed Sina Mirrazavi Salehian , Nihat Engin Toklu , Alessio Quaglino , Jonathan Masci , Jan Koutník , Faustino Gomez

Using machine learning (ML) techniques in general and deep learning techniques in specific needs a certain amount of data often not available in large quantities in technical domains. The manual inspection of machine tool components and the…

Computer Vision and Pattern Recognition · Computer Science 2022-02-22 Tobias Schlagenhauf , Magnus Landwehr , Juergen Fleischer

The Advanced Dynamic Security Learning (DSL) Process Model is an Industry 4.0 cybersecurity incident response architecture proposed in this paper. This model addresses proactive and reflective cybersecurity governance across complex…

Cryptography and Security · Computer Science 2025-12-29 Nimra Akram , Atif Ahmad , Sean B Maynard

Modern Code Review (MCR) is a standard practice in software engineering, yet it demands substantial time and resource investments. Recent research has increasingly explored automating core review tasks using machine learning (ML) and deep…

Software Engineering · Computer Science 2025-08-26 Robert Heumüller , Frank Ortmeier

Safety verification in Computer Numerical Control (CNC) machining has traditionally relied on simulation-based methods that require repetitive tests when requirements change. This paper introduces a formal verification framework that…

Logic in Computer Science · Computer Science 2026-05-21 Yeonseok Lee

Magnetic adhesion tracked climbing robots are widely utilized in high-altitude inspection, welding, and cleaning tasks due to their ability to perform various operations against gravity on vertical or inclined walls. However, during…

Robotics · Computer Science 2024-12-31 Zhen Ma , He Xu , Jielong Dou , Yi Qin , Xueyu Zhang

Wheelchairs and robotic arms enhance independent living by assisting individuals with upper-body and mobility limitations in their activities of daily living (ADLs). Although recent advancements in assistive robotics have focused on…

Robotics · Computer Science 2026-01-30 Guangping Liu , Tipu Sultan , Vittorio Di Giorgio , Nick Hawkins , Flavio Esposito , Madi Babaiasl

The need to increase the flexibility of production lines is calling for robots to collaborate with human workers. However, existing interactive industrial robots only guarantee intrinsic safety (reduce collision impact), but not interactive…

Robotics · Computer Science 2022-09-21 Ruixuan Liu , Rui Chen , Changliu Liu

Autonomous Mobile Robots (AMRs) have become indispensable in industrial applications due to their operational flexibility and efficiency. Navigation serves as a crucial technical foundation for accomplishing complex tasks. However,…

Robotics · Computer Science 2026-03-10 Yinsong Qu , Yunxiang Li , Shanlin Zhong

With the ongoing adoption of 5G for communication in industrial systems and critical infrastructure, the security of industrial UEs such as 5G-enabled industrial robots becomes an increasingly important topic. Most notably, to meet the…

Cryptography and Security · Computer Science 2025-05-23 Sotiris Michaelides , Daniel Eguiguren Chavez , Martin Henze

The Integrated Computer Control System (ICCS) is based on a scalable software framework that is distributed over some 325 computers throughout the NIF facility. The framework provides templates and services at multiple levels of abstraction…

Distributed, Parallel, and Cluster Computing · Computer Science 2007-05-23 Robert W. Carey , Kirby W. Fong , Randy J. Sanchez , Joseph D. Tappero , John P. Woodruff

Safety evaluation and red-teaming of large language models remain predominantly text-centric, and existing frameworks lack the infrastructure to systematically test whether alignment generalizes to audio, image, and video inputs. We present…

Machine Learning · Computer Science 2026-03-04 Zhongxi Wang , Yueqian Lin , Jingyang Zhang , Hai Helen Li , Yiran Chen

The integration of foundation models (FMs) into robotics has accelerated real-world deployment, while introducing new safety challenges arising from open-ended semantic reasoning and embodied physical action. These challenges require safety…

Systems and Control · Electrical Eng. & Systems 2026-02-05 Joonkyung Kim , Wenxi Chen , Davood Soleymanzadeh , Yi Ding , Xiangbo Gao , Zhengzhong Tu , Ruqi Zhang , Fan Fei , Sushant Veer , Yiwei Lyu , Minghui Zheng , Yan Gu

Background: Due to their diversity, complexity, and above all importance, safety-critical and dependable systems must be developed with special diligence. Criticality increases as these systems likely contain artificial intelligence (AI)…

Software Engineering · Computer Science 2025-06-03 Amra Ramic , Stefan Kugele

The coordinated assurance of interrelated critical properties, such as system safety and cyber-security, is one of the toughest challenges in critical systems engineering. In this chapter, we summarise approaches to the coordinated…