Efficient global robustness certification of neural networks via interleaving twin-network encoding

Z Wang, C Huang, Q Zhu - 2022 Design, Automation & Test in …, 2022 - ieeexplore.ieee.org
The robustness of deep neural networks has received significant interest recently, especially
when being deployed in safety-critical systems, as it is important to analyze how sensitive …

[HTML][HTML] Cloud and Edge Computing for Connected and Automated Vehicles

Q Zhu, B Yu, Z Wang, J Tang, QA Chen… - … and Trends® in …, 2023 - nowpublishers.com
The recent development of cloud computing and edge computing shows great promise for
the Connected and Automated Vehicle (CAV), by enabling CAVs to offload their massive on …

Verification in the loop: Correct-by-construction control learning with reach-avoid guarantees

Y Wang, C Huang, Z Wang, Z Wang, Q Zhu - arXiv preprint arXiv …, 2021 - arxiv.org
In the current control design of safety-critical autonomous systems, formal verification
techniques are typically applied after the controller is designed to evaluate whether the …

Verification and Design of Robust and Safe Neural Network-enabled Autonomous Systems

Q Zhu, W Li, C Huang, X Chen, W Zhou… - 2023 59th Annual …, 2023 - ieeexplore.ieee.org
Neural networks are being applied to a wide range of tasks in autonomous systems, such as
perception, prediction, planning, control, and general decision making. While they may …

Introduction to the Special Issue on Automotive CPS Safety & Security: Part 2

S Chakraborty, S Jha, S Samii… - ACM Transactions on …, 2024 - dl.acm.org
Authors' addresses: Samarjit Chakraborty, samarjit@ cs. unc. edu, University of North
Carolina at Chapel Hill, Department of Computer Science, 201 S. Columbia St., Chapel Hill …

Introduction to the Special Issue on Automotive CPS Safety & Security: Part 1

S Chakraborty, S Jha, S Samii… - ACM Transactions on …, 2023 - dl.acm.org
1 BACKGROUND One might argue that automotive and allied domains like robotics serve
as the best possible examples of what “cyber-physical systems”(CPS) are. Here, the …

Certifiable and Efficient Autonomous Cyber-Physical Systems Design

S Xu, C Hobbs, B Ghosh, PS Duggirala… - … Conference on VLSI …, 2024 - ieeexplore.ieee.org
The ability to certify the correctness of cyber-physical systems often rely on provisioning
resources to account for worst-case behaviors. For example, timing certification necessitates …

[PDF][PDF] Introduction to the Special Issue on Embedded Systems for Computer Vision

S Chakraborty, Q Rao - Leibniz Transactions on Embedded …, 2022 - ojs.dagstuhl.de
We provide a broad overview of some of the current research directions at the intersection of
embedded systems and computer vision, in addition to introducing the papers appearing in …

Cross-Layer Design and Adaptation of Safety-Critical Cyber-Physical Systems

Z Wang - 2022 - search.proquest.com
With growing system complexity and closer cyber-physical interaction, there are stronger
needs for cyber-physical systems to adapt to the dynamic environment and improve their …