Mathematical perfection in optimization is only as justified as the OF calculation is complete and true. The user needs to choose the optimizer, and the application characteristics should drive the ...

As quantum computing hardware advances, the demand for scalable, precise, and fully automated verification techniques for ...

This approach improves upon two key aspects: circuit design and optimization algorithms. In terms of circuit design, the technology adopts a streamlined quantum circuit structure, reducing the ...

Because deep learning is the most general way to model a problem ... Two things control the application of corrections: the optimization algorithm, and the learning rate variable, which usually ...

More information: Ruslan Shaydulin et al, Evidence of scaling advantage for the quantum approximate optimization algorithm on a classically intractable problem, Science Advances (2024).

The next question was to find out whether well-known models like QUBO can be solved with quantum algorithms – and if so, which solvers work better. Using IBM's Qiskit optimization module ...