From the 1 of 4 linked papers with an AI index.
4 papers
Defeating Barren Plateaus with Task-Aligned Symmetry
Ruipeng Xing, Yanan Li, Zhen Shang +3
The paper demonstrates that enforcing time‑translation symmetry via parameter sharing across time steps eliminates barren plateaus in quantum recurrent neural networks, changing gr…
Improving the trainability of VQE on NISQ computers for solving portfolio optimization using convex interpolation
Shengbin Wang, Guihui Li, Zhimin Wang +5
Solving combinatorial optimization problems using variational quantum algorithms (VQAs) might be a promise application in the NISQ era. However, the limited trainability of VQAs co…
GAN decoder on a quantum toric code for noise-robust quantum teleportation
Jiaxin Li, Zhimin Wang, Alberto Ferrara +2
We propose a generative adversarial network (GAN)-based decoder for quantum topological codes and apply it to enhance a quantum teleportation protocol under depolarizing noise. By…
The inherent convolution property of quantum neural networks
Guangkai Qu, Zhimin Wang, Guoqiang Zhong +1
Quantum neural networks (QNNs) represent a pioneering intersection of quantum computing and deep learning. In this study, we unveil a fundamental convolution property inherent to Q…