2 papers
quant-ph2025
Quantum-Trajectory-Inspired Lindbladian Simulation
Sirui Peng, Xiaoming Sun, Qi Zhao +1
Simulating the dynamics of open quantum systems is a crucial task in quantum computing, offering wide-ranging applications but remaining computationally challenging. In this paper,…
quant-ph2025
Stochastic Quantum Hamiltonian Descent
Sirui Peng, Shengminjie Chen, Xiaoming Sun +1
Stochastic Gradient Descent (SGD) and its variants underpin modern machine learning by enabling efficient optimization of large-scale models. However, their local search nature lim…