Assuring the machine learning lifecycle: Desiderata, methods, and challenges

R Ashmore, R Calinescu, C Paterson - ACM Computing Surveys (CSUR), 2021 - dl.acm.org
Machine learning has evolved into an enabling technology for a wide range of highly
successful applications. The potential for this success to continue and accelerate has placed …

Safety-critical advanced robots: A survey

J Guiochet, M Machin, H Waeselynck - Robotics and Autonomous Systems, 2017 - Elsevier
Developing advanced robotics applications is now facing the safety issue for users, the
environment, and the robot itself, which is a main limitation for their deployment in real life …

Avoiding adverse autonomous agent actions

PA Hancock - Human–Computer Interaction, 2022 - Taylor & Francis
Few today would dispute that the age of autonomous machines is nearly upon us (cf.,
Kurzweil, 2005; Moravec, 1988), if it is not already. While it is doubtful that one can identify …

[HTML][HTML] Assuring the safety of AI-based clinical decision support systems: a case study of the AI Clinician for sepsis treatment

P Festor, Y Jia, AC Gordon, AA Faisal… - BMJ health & care …, 2022 - ncbi.nlm.nih.gov
Objectives Establishing confidence in the safety of Artificial Intelligence (AI)-based clinical
decision support systems is important prior to clinical deployment and regulatory approval …

From automation system to autonomous system: An architecture perspective

H Chen, Y Wen, M Zhu, Y Huang, C Xiao, T Wei… - Journal of Marine …, 2021 - mdpi.com
Autonomy is the core capability of future systems, and architecture design is one of the
critical issues in system development and implementation. To discuss the architecture of …

Phollower—the universal autonomous mobile robot for industry and civil environments with COVID-19 germicide addon meeting safety requirements

J Bačík, P Tkáč, L Hric, S Alexovič, K Kyslan, R Olexa… - Applied Sciences, 2020 - mdpi.com
Featured Application The 6-wheel general purpose autonomous mobile robot can be used
for various material transport tasks. Fully autonomous disinfection of large areas is provided …

[PDF][PDF] Credible autonomy safety argumentation

P Koopman, A Kane, J Black - 27th Safety-Critical Systems …, 2019 - users.ece.cmu.edu
A significant challenge to deploying mission-and safety-critical autonomous systems is the
difficulty of creating a credible assurance argument. This paper collects lessons learned …

A security-enabled safety assurance framework for IoT-based smart homes

S Kabir, P Gope, SP Mohanty - IEEE Transactions on Industry …, 2022 - ieeexplore.ieee.org
The exponential growth of the Internet of Things (IoT) has paved the way for safety-critical
cyber-physical systems to enter our everyday activities. While such systems have changed …

Safety assurance of artificial intelligence-based systems: A systematic literature review on the state of the art and guidelines for future work

AVS Neto, JB Camargo, JR Almeida… - IEEE Access, 2022 - ieeexplore.ieee.org
The objective of this research is to present the state of the art of the safety assurance of
Artificial Intelligence (AI)-based systems and guidelines on future correlated work. For this …

Benchmarking safety monitors for image classifiers with machine learning

RS Ferreira, J Arlat, J Guiochet… - 2021 IEEE 26th Pacific …, 2021 - ieeexplore.ieee.org
High-accurate machine learning (ML) image classifiers cannot guarantee that they will not
fail at operation. Thus, their deployment in safety-critical applications such as autonomous …