3 papers
cs.LG2025
Enhancing Physics-Informed Neural Networks with a Hybrid Parallel Kolmogorov-Arnold and MLP Architecture
Zuyu Xu, Bin Lv
Neural networks have emerged as powerful tools for modeling complex physical systems, yet balancing high accuracy with computational efficiency remains a critical challenge in thei…
quant-ph2024
Parallel Proportional Fusion of Spiking Quantum Neural Network for Optimizing Image Classification
Zuyu Xu, Kang Shen, Pengnian Cai +8
The recent emergence of the hybrid quantum-classical neural network (HQCNN) architecture has garnered considerable attention due to the potential advantages associated with integra…
quant-ph2023
Hybrid GRU-CNN Bilinear Parameters Initialization for Quantum Approximate Optimization Algorithm
Zuyu Xu, Pengnian Cai, Kang Sheng +6
The Quantum Approximate Optimization Algorithm (QAOA), a pivotal paradigm in the realm of variational quantum algorithms (VQAs), offers promising computational advantages for tackl…