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Questions and answers designated by tag: Computational Complexity

What was the exact problem solved in the quantum supremacy achievement?

Wednesday, 11 June 2025 by Mirek Hermut

Quantum supremacy is a milestone that refers to an experimental demonstration where a programmable quantum processor performs a well-defined computational task in a time that is infeasible for any known classical computer. The experiment reported by Google in 2019, carried out on the 53-qubit superconducting processor named “Sycamore”, is the first accepted demonstration of that

  • Published in Artificial Intelligence, EITC/AI/TFQML TensorFlow Quantum Machine Learning, Quantum supremacy, Quantum supremacy explained
Tagged under: Artificial Intelligence, Computational Complexity, Cross-Entropy Benchmarking, Quantum Computing, Random Circuit Sampling, Superconducting Qubits

Why is computational complexity theory important for understanding of the foundations of cryptography and cybersecurity?

Sunday, 11 May 2025 by EITCA Academy

Computational complexity theory provides the mathematical framework necessary to analyze the resources required for solving computational problems. In the context of cryptography and cybersecurity, the relevance of computational complexity theory is foundational; it informs both the design and the evaluation of cryptographic systems, and guides the understanding of what can be achieved securely with limited

  • Published in Cybersecurity, EITC/IS/CCTF Computational Complexity Theory Fundamentals, Introduction, Theoretical introduction
Tagged under: Adversarial Models, Computational Complexity, Cryptography, Cybersecurity, Security Proofs, Security Reductions

Considering a PDA that can read palindromes, could you detail the evolution of the stack when the input is, first, a palindrome, and second, not a palindrome?

Monday, 10 February 2025 by Thierry MACE

To address the question of how a Pushdown Automaton (PDA) processes a palindrome versus a non-palindrome, it is essential to first understand the underlying mechanics of a PDA, particularly in the context of recognizing palindromes. A PDA is a type of automaton that employs a stack as its primary data structure, which allows it to

  • Published in Cybersecurity, EITC/IS/CCTF Computational Complexity Theory Fundamentals, Pushdown Automata, PDAs: Pushdown Automata
Tagged under: Automata Theory, Computational Complexity, Context-Free Languages, Cybersecurity, Palindrome, Stack Operations

How does nondeterminism impact transition function?

Sunday, 01 December 2024 by Thierry MACE

Nondeterminism is a fundamental concept that significantly impacts the transition function in nondeterministic finite automata (NFA). To fully appreciate this impact, it is essential to explore the nature of nondeterminism, how it contrasts with determinism, and the implications for computational models, particularly finite state machines. Understanding Nondeterminism Nondeterminism, in the context of computational theory, refers

  • Published in Cybersecurity, EITC/IS/CCTF Computational Complexity Theory Fundamentals, Finite State Machines, Introduction to Nondeterministic Finite State Machines
Tagged under: Computational Complexity, Cybersecurity, DFA, NFA, Nondeterminism, Transition Function

Is PSPACE class not equal to the EXPSPACE class?

Wednesday, 19 June 2024 by Acácio Pereira Oliveira

The question of whether the PSPACE class is not equal to the EXPSPACE class is a fundamental and unresolved problem in computational complexity theory. To provide a comprehensive understanding, it is essential to consider the definitions, properties, and implications of these complexity classes, as well as the broader context of space complexity. Definitions and Basic

  • Published in Cybersecurity, EITC/IS/CCTF Computational Complexity Theory Fundamentals, Complexity, Space complexity classes
Tagged under: Computational Complexity, Cybersecurity, EXPSPACE, PSPACE, Space Complexity, Turing Machines

Is algorithmically computable problem a problem computable by a Turing Machine accordingly to the Church-Turing Thesis?

Wednesday, 19 June 2024 by Acácio Pereira Oliveira

The Church-Turing Thesis is a foundational principle in the theory of computation and computational complexity. It posits that any function which can be computed by an algorithm can also be computed by a Turing machine. This thesis is not a formal theorem that can be proven; rather, it is a hypothesis about the nature of

  • Published in Cybersecurity, EITC/IS/CCTF Computational Complexity Theory Fundamentals, Recursion, Turing Machine that writes a description of itself
Tagged under: CHURCH-TURING THESIS, Computational Complexity, Cybersecurity, Decidability, Recursion, Turing Machine

What are square root attacks, such as the Baby Step-Giant Step algorithm and Pollard's Rho method, and how do they impact the security of Diffie-Hellman cryptosystems?

Friday, 14 June 2024 by EITCA Academy

Square root attacks are a class of cryptographic attacks that exploit the mathematical properties of the discrete logarithm problem (DLP) to reduce the computational effort required to solve it. These attacks are particularly relevant in the context of cryptosystems that rely on the hardness of the DLP for security, such as the Diffie-Hellman key exchange

  • Published in Cybersecurity, EITC/IS/ACC Advanced Classical Cryptography, Diffie-Hellman cryptosystem, Generalized Discrete Log Problem and the security of Diffie-Hellman, Examination review
Tagged under: Computational Complexity, Cryptographic Attacks, Cryptographic Security, Cybersecurity, Discrete Logarithm Problem, KEY EXCHANGE

How does the concept of quantum supremacy challenge the strong Church-Turing thesis in computer science?

Tuesday, 11 June 2024 by EITCA Academy

The concept of quantum supremacy represents a paradigm shift in the field of computational theory and practice, posing significant implications for the strong Church-Turing thesis. To elucidate this challenge, it is imperative first to understand the foundational elements involved: the strong Church-Turing thesis, quantum supremacy, and the intersection of these concepts within the context of

  • Published in Artificial Intelligence, EITC/AI/TFQML TensorFlow Quantum Machine Learning, Quantum supremacy, Quantum supremacy explained, Examination review
Tagged under: Artificial Intelligence, CHURCH-TURING THESIS, Computational Complexity, Quantum Algorithms, Quantum Computing, Quantum Mechanics

What is the main advantage of model-free reinforcement learning methods compared to model-based methods?

Tuesday, 11 June 2024 by EITCA Academy

Model-free reinforcement learning (RL) methods have gained significant attention in the field of artificial intelligence due to their unique advantages over model-based methods. The primary advantage of model-free methods lies in their ability to learn optimal policies and value functions without requiring an explicit model of the environment. This characteristic provides several benefits, including reduced

  • Published in Artificial Intelligence, EITC/AI/ARL Advanced Reinforcement Learning, Prediction and control, Model-free prediction and control, Examination review
Tagged under: Artificial Intelligence, Computational Complexity, Deep Q-Network, High-Dimensional Environments, Long-Term Credit Assignment, Model-Free Methods, Q-learning, Reinforcement Learning, Robustness, Sample Inefficiency

Is P complexity class a subset of PSPACE class?

Saturday, 25 May 2024 by Emmanuel Udofia

In the field of computational complexity theory, the relationship between the complexity classes P and PSPACE is a fundamental topic of study. To address the query regarding whether the P complexity class is a subset of the PSPACE class or if both classes are the same, it is essential to consider the definitions and properties

  • Published in Cybersecurity, EITC/IS/CCTF Computational Complexity Theory Fundamentals, Complexity, Space complexity classes
Tagged under: Computational Complexity, Cybersecurity, P, Polynomial Space, Polynomial Time, PSPACE
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