Optimizing zinc electrowinning processes with current switching via Deep Deterministic Policy Gradient learning. - Xiongtao Shi; Yonggang Li; Bei Sun; Honglei Xu; Chunhua Yang 001; Hongqiu Zhu (Neurocomputing, 2020)

Multi-models and dual-sampling periods quality prediction with time-dimensional K-means and state transition-LSTM network. - Xiongtao Shi; Yonggang Li; Yanhua Yang; Bei Sun; Fang Qi (Inf. Sci., 2021)

Optimal Containment Control of Nonlinear MASs: A Time-Aggregation-Based Policy Iteration Algorithm. - Xiongtao Shi; Yanjie Li; Chenglong Du (CDC, 2023)

A fully distributed adaptive event-triggered control for output regulation of multi-agent systems with directed network. - Xiongtao Shi; Yanjie Li; Qi Liu 027; Ke Lin 001; Shiyu Chen (Inf. Sci., 2023)

Distributional reinforcement learning with epistemic and aleatoric uncertainty estimation. - Qi Liu 027; Yanjie Li; Shiyu Chen; Ke Lin 001; Xiongtao Shi; Yunjiang Lou (Inf. Sci., 2023)

Almost surely safe exploration and exploitation for deep reinforcement learning with state safety estimation. - Ke Lin 001; Yanjie Li; Qi Liu 027; Duantengchuan Li; Xiongtao Shi; Shiyu Chen (Inf. Sci., 2024)

Optimal Lateral Path-Tracking Control of Vehicles With Partial Unknown Dynamics via DPG-Based Reinforcement Learning Methods. - Xiongtao Shi; Yanjie Li; Wenxiao Hu; Chenglong Du; Chaoyang Chen 001; Weihua Gui 001 (IEEE Trans. Intell. Veh., 2024)

A Time-Aggregated Model-Free RL Algorithm for Optimal Containment Control of MASs. - Xiongtao Shi; Yanjie Li; Chenglong Du; Weihua Gui 001 (IEEE Trans. Circuits Syst. II Express Briefs, 2024)

Reinforcement learning-based optimal control for Markov jump systems with completely unknown dynamics. - Xiongtao Shi; Yanjie Li; Chenglong Du; Chaoyang Chen 001; Guangdeng Zong; Weihua Gui 001 (Autom., 2025)

Cooperative output regulation of heterogeneous directed multi-agent systems: a fully distributed model-free reinforcement learning framework. - Xiongtao Shi; Yanjie Li; Chenglong Du; Huiping Li; Chaoyang Chen; Weihua Gui 001 (Sci. China Inf. Sci., 2025)

Fully Distributed Event-Triggered Control of Nonlinear Multiagent Systems Under Directed Graphs: A Model-Free DRL Approach. - Xiongtao Shi; Yanjie Li; Chenglong Du; Yang Shi 001; Chunhua Yang 001; Weihua Gui 001 (IEEE Trans. Autom. Control., 2025)

Distributional Policy Gradient With Distributional Value Function. - Qi Liu 027; Yanjie Li; Xiongtao Shi; Ke Lin 001; Yuecheng Liu; Yunjiang Lou (IEEE Trans. Neural Networks Learn. Syst., 2025)

Neural Brain: A Neuroscience-inspired Framework for Embodied Agents. - Jian Liu 014; Xiongtao Shi; Thai Duy Nguyen; Haitian Zhang; Tianxiang Zhang; Wei Sun 028; Yanjie Li; Athanasios V. Vasilakos; Giovanni Iacca; Arshad Ali Khan; Arvind Kumar; Jae Won Cho; et al. (CoRR, 2025)

Filter-Based Fully Distributed Output Regulation of Heterogeneous Learning Agents. - Xiongtao Shi; Yanjie Li; Chenglong Du; Chaoyang Chen 001; Changchun Hua; Weihua Gui 001 (IEEE Trans. Circuits Syst. I Regul. Pap., 2025)

Fully Distributed Consensus of Multiple Euler-Lagrange Systems With Time-Varying Asymmetric Full-State Constraints. - Yanhua Yang; Jie Mei 002; Xiongtao Shi; Guangfu Ma (IEEE Trans. Autom. Control., 2025)