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Algorithms for verifying deep neural networks
Deep neural networks are widely used for nonlinear function approximation, with
applications ranging from computer vision to control. Although these networks involve the …
applications ranging from computer vision to control. Although these networks involve the …
Multi-robot coordination analysis, taxonomy, challenges and future scope
Abstract Recently, Multi-Robot Systems (MRS) have attained considerable recognition
because of their efficiency and applicability in different types of real-life applications. This …
because of their efficiency and applicability in different types of real-life applications. This …
Safe control with learned certificates: A survey of neural lyapunov, barrier, and contraction methods for robotics and control
Learning-enabled control systems have demonstrated impressive empirical performance on
challenging control problems in robotics, but this performance comes at the cost of reduced …
challenging control problems in robotics, but this performance comes at the cost of reduced …
Reluplex: An efficient SMT solver for verifying deep neural networks
Deep neural networks have emerged as a widely used and effective means for tackling
complex, real-world problems. However, a major obstacle in applying them to safety-critical …
complex, real-world problems. However, a major obstacle in applying them to safety-critical …
Are formal methods applicable to machine learning and artificial intelligence?
Formal approaches can provide strict correctness guarantees for the development of both
hardware and software systems. In this work, we examine state-of-the-art formal methods for …
hardware and software systems. In this work, we examine state-of-the-art formal methods for …
Scheduling real-time communication in IEEE 802.1 Qbv time sensitive networks
The enhancements being developed by the Time-Sensitive Networking Task Group as part
of IEEE 802.1 emerge as the future of real-time communication over Ethernet networks for …
of IEEE 802.1 emerge as the future of real-time communication over Ethernet networks for …
[HTML][HTML] A survey on formal verification and validation techniques for internet of things
M Krichen - Applied Sciences, 2023 - mdpi.com
The Internet of Things (IoT) has brought about a new era of connected devices and systems,
with applications ranging from healthcare to transportation. However, the reliability and …
with applications ranging from healthcare to transportation. However, the reliability and …
Output range analysis for deep feedforward neural networks
Given a neural network (NN) and a set of possible inputs to the network described by
polyhedral constraints, we aim to compute a safe over-approximation of the set of possible …
polyhedral constraints, we aim to compute a safe over-approximation of the set of possible …
SoK: Computer-aided cryptography
Computer-aided cryptography is an active area of research that develops and applies
formal, machine-checkable approaches to the design, analysis, and implementation of …
formal, machine-checkable approaches to the design, analysis, and implementation of …
Toward verified artificial intelligence
Toward verified artificial intelligence Page 1 46 COMMUNICATIONS OF THE ACM | JULY
2022 | VOL. 65 | NO. 7 contributed articles ILL US TRA TION B Y PETER CRO W THER A …
2022 | VOL. 65 | NO. 7 contributed articles ILL US TRA TION B Y PETER CRO W THER A …