What role does specification-driven machine learning play in ensuring that neural networks satisfy essential safety and robustness requirements, and how can these specifications be enforced?
Specification-driven machine learning (SDML) is an emerging approach that plays a pivotal role in ensuring that neural networks meet essential safety and robustness requirements. This methodology is particularly significant in domains where the consequences of system failures can be catastrophic, such as autonomous driving, healthcare, and aerospace. By integrating formal specifications into the machine learning
- Published in Artificial Intelligence, EITC/AI/ADL Advanced Deep Learning, Responsible innovation, Responsible innovation and artificial intelligence, Examination review
What are the outputs of predicates?
First-order predicate logic, also known as first-order logic (FOL), is a formal system used in mathematics, philosophy, linguistics, and computer science. It extends propositional logic by incorporating quantifiers and predicates, which allows for a more expressive language capable of representing a wider array of statements about the world. This logical system is foundational in various
What are the rules of inference of deduction?
In the domain of logic, particularly within the realms of computational complexity theory and cybersecurity, the concept of rules of inference holds paramount importance. Rules of inference, also known as inference rules, are fundamental principles that dictate the valid transitions from premises to conclusions within a formal system. These rules are the backbone of deductive
Why is the halting problem considered undecidable?
The halting problem is considered undecidable in the field of computational complexity theory due to its inherent complexity and the limitations of algorithmic computation. The problem was first formulated by Alan Turing in 1936 and has since become a cornerstone of theoretical computer science. To understand why the halting problem is undecidable, we must first
- Published in Cybersecurity, EITC/IS/CCTF Computational Complexity Theory Fundamentals, Decidability, Undecidability of the Halting Problem, Examination review