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quant-ph2020★ 44 cited
Toward Trainability of Quantum Neural Networks
Kaining Zhang, Min-Hsiu Hsieh, Liu Liu +1
Quantum Neural Networks (QNNs) have been recently proposed as generalizations of classical neural networks to achieve the quantum speed-up. Despite the potential to outperform clas…
quant-ph2019
Quantum algorithm for finding the negative curvature direction in non-convex optimization
Kaining Zhang, Min-Hsiu Hsieh, Liu Liu +1
We present an efficient quantum algorithm aiming to find the negative curvature direction for escaping the saddle point, which is the critical subroutine for many second-order non-…