@inproceedings{6ec92bd305314f9da7726bf29101057f,
title = "Research Challenges for Combined Autonomy, AI, and Real-Time Assurance",
abstract = "Advances in machine intelligence revolutionized a broad category of safety-critical and mission-critical applications, but important challenges remain when applying these solutions at the embedded network edge, as opposed to resource-rich contexts. What challenges stem from deploying cost-sensitive applications on lower-end devices to offer AI at the point of need? We present an overview of key research challenges that must be addressed to provide assurance of timing and other safety properties for resource-constrained systems involving autonomy and artificial intelligence on-line. We then describe a vision and agenda for research targeting those challenges.",
keywords = "AI, Autonomy, ML, neural networks, real-time",
author = "Tarek Abdelzaher and Sanjoy Baruah and Chris Gill and Eugene Vorobeychik and Ning Zhang and Xuan Zhang",
note = "Funding Information: ACKNOWLEDGMENT Research reported in this paper was sponsored in part by the Army Research Laboratory under Cooperative Agreement W911NF-17-2-0196 and NSF under award CPS 20-38817, and in part by The Boeing Company. The views and conclusions contained in this document are those of the authors and should not be interpreted as representing the official policies, either expressed or implied, of the Army Research Laboratory, NSF, Boeing, or the U.S. Government. The U.S. Government is authorized to reproduce and distribute reprints for Government purposes notwithstanding any copyright notation here on. Publisher Copyright: {\textcopyright} 2021 IEEE.; 3rd IEEE International Conference on Cognitive Machine Intelligence, CogMI 2021 ; Conference date: 13-12-2021 Through 15-12-2021",
year = "2021",
doi = "10.1109/CogMI52975.2021.00029",
language = "English (US)",
series = "Proceedings - 2021 IEEE 3rd International Conference on Cognitive Machine Intelligence, CogMI 2021",
publisher = "Institute of Electrical and Electronics Engineers Inc.",
pages = "163--167",
booktitle = "Proceedings - 2021 IEEE 3rd International Conference on Cognitive Machine Intelligence, CogMI 2021",
address = "United States",
}