Now, researchers at MIT have developed an entirely new way of approaching these complex problems, using simple diagrams ... algorithm to the user." In addition to automating algorithm optimization ...

Users need to understand model imperfection, then they can determine what is justified to claim convergence. Equation (1 ... and the application characteristics should drive the optimization algorithm ...

However, the deeper the quantum circuit, the more complex the parameter space becomes, requiring optimization algorithms to perform more iterations to achieve convergence. Furthermore ...