2 papers
quant-ph2025
Scalable Quantum Architecture Search via Landscape Analysis
Chenghong Zhu, Xian Wu, Hao-Kai Zhang +3
Balancing trainability and expressibility is a central challenge in variational quantum computing, and quantum architecture search (QAS) plays a pivotal role by automatically desig…
quant-ph2024
Predicting quantum learnability from landscape fluctuation
Hao-Kai Zhang, Chenghong Zhu, Xin Wang
The conflict between trainability and expressibility is a key challenge in variational quantum computing and quantum machine learning. Resolving this conflict necessitates designin…