Non-asymptotic convergence analysis of the stochastic gradient Hamiltonian Monte Carlo algorithm with discontinuous stochastic gradient with applications to training of ReLU neural networks. - Luxu Liang; Ariel Neufeld; Ying Zhang (CoRR, 2024)

Enhancing Gradient-based Discrete Sampling via Parallel Tempering. - Luxu Liang; Yuhang Jia; Feng Zhou (CoRR, 2025)