barren plateaus 1parameter sharing 1quantum neural networks 1quantum recurrent neural networks 1time-translation symmetry 1
From the 1 of 3 linked papers with an AI index.
3 papers
quant-ph2026
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…
quant-ph2026
A Variational Dissipative Framework for Quantum Algorithms
Yuan Yao, Ruipeng Xing, Yongjian Gu +2
Dissipation engineering has attracted growing interest as an approach to controlling open quantum systems through engineered system-environment interactions. Standard variational q…
quant-ph2026
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…