Barren plateaus in quantum neural network training landscapes

oleh: Jarrod R. McClean, Sergio Boixo, Vadim N. Smelyanskiy, Ryan Babbush, Hartmut Neven

Format: Article
Diterbitkan: Nature Portfolio 2018-11-01

Deskripsi

Gradient-based hybrid quantum-classical algorithms are often initialised with random, unstructured guesses. Here, the authors show that this approach will fail in the long run, due to the exponentially-small probability of finding a large enough gradient along any direction.