Logo des Repositoriums

Auflistung nach Schlagwort "quantum computing"

1 - 2 von 2
  • Textdokument
    Implementations for Shor's algorithm for the DLP
    (INFORMATIK 2022, 2022) Mandl,Alexander; Egly,Uwe
    Shor's algorithm for solving the discrete logarithm problem is one of the most celebrated works in quantum computing. It builds upon a quantum circuit performing modular exponentiation. As this is a comparatively expensive process, many approaches for reducing both the number of used qubits and the number of applied gate operations have been proposed. We provide quantum circuits in Qiskit for three different implementation proposals aiming to reduce space complexity and compare their performance regarding their asymptotic gate complexity. We make use of the circuit implementations and Qiskit’s simulation capabilities to compare the actual number of applied gate operations in compiled circuits for small problem instances to aid future applications of this algorithm.
  • Textdokument
    Towards Model-Driven Engineering for Quantum AI
    (INFORMATIK 2022, 2022) Moin,Armin; Challenger,Moharram; Badii,Atta; Günnemann,Stephan
    Over the past decade, Artificial Intelligence (AI) has provided enormous new possibilities and opportunities, but also new demands and requirements for software systems. In particular, Machine Learning (ML) has proven useful in almost every vertical application domain. In the decade ahead, an unprecedented paradigm shift from classical computing towards Quantum Computing (QC), with perhaps a quantum-classical hybrid model, is expected. We argue that the Model-Driven Engineering (MDE) paradigm can be an enabler and a facilitator, when it comes to the quantum and the quantum-classical hybrid applications. This includes not only automated code generation, but also automated model checking and verification, as well as model analysis in the early design phases, and model-to-model transformations both at the design-time and at the runtime. In this paper, the vision is focused on MDE for Quantum AI, particularly Quantum ML for the Internet of Things (IoT) and smart Cyber-Physical Systems (CPS) applications.