A Weighted Aggregating SGD for Scalable Parallelization in Deep Learning. - Pengzhan Guo; Zeyang Ye; Keli Xiao (ICDM, 2019)

Route Optimization via Environment-Aware Deep Network and Reinforcement Learning. - Pengzhan Guo; Keli Xiao; Zeyang Ye; Wei Zhu 008 (ACM Trans. Intell. Syst. Technol., 2021)

Weighted Aggregating Stochastic Gradient Descent for Parallel Deep Learning. - Pengzhan Guo; Zeyang Ye; Keli Xiao; Wei Zhu 008 (IEEE Trans. Knowl. Data Eng., 2022)

Preference-Constrained Career Path Optimization: An Exploration Space-Aware Stochastic Model. - Pengzhan Guo; Keli Xiao; Hengshu Zhu; Qingxin Meng 002 (ICDM, 2023)

From efficiency to equity: A multi-user paradigm in mobile route optimization. - Pengzhan Guo; Keli Xiao (Electron. Commer. Res. Appl., 2024)