Optimal Rate Control for Latency-constrained High Throughput Big Data Applications. - Ziren Xiao; Aaron Harwood; Maria A. Rodriguez 001 (IEEE Big Data, 2022)

An Efficient Dynamic Multi-Sources To Single-Destination (DMS-SD) Algorithm In Smart City Navigation Using Adjacent Matrix. - Ziren Xiao; Ruxin Xiao; Chang Liu; Honghao Gao; Xiaolong Xu 002; Shan Luo 001; Xinheng Wang 001 (HCCS, 2022)

Multi-agent Reinforcement Learning Based Collaborative Multi-task Scheduling for Vehicular Edge Computing. - Peisong Li; Ziren Xiao; Xinheng Wang 001; Kaizhu Huang; Yi Huang 001; Andrei Tchernykh (CollaborateCom (3), 2023)

Intelligent Data Source Emission Rate Control for Optimising the Performance of Streaming Applications. - Ziren Xiao; Christopher Leckie; Maria A. Rodriguez 001 (CCGrid, 2024)

EPtask: Deep Reinforcement Learning Based Energy-Efficient and Priority-Aware Task Scheduling for Dynamic Vehicular Edge Computing. - Peisong Li; Ziren Xiao; Xinheng Wang 001; Kaizhu Huang; Yi Huang 001; Honghao Gao (IEEE Trans. Intell. Veh., 2024)

MACNS: A generic graph neural network integrated deep reinforcement learning based multi-agent collaborative navigation system for dynamic trajectory planning. - Ziren Xiao; Peisong Li; Chang Liu; Honghao Gao; Xinheng Wang 001 (Inf. Fusion, 2024)

Multiagent Reinforcement Learning-Based Multimodel Running Latency Optimization in Vehicular Edge Computing Paradigm. - Peisong Li; Ziren Xiao; Xinheng Wang 001; Muddesar Iqbal; Pablo Casaseca-de-la-Higuera (IEEE Syst. J., 2024)

Graph-Based Proximal Policy Optimization Empowered Adaptive Task Scheduling Leveraging Cloud-Edge Collaboration for Consumer Electronics. - Peisong Li; Meng Yi; Muddesar Iqbal; Xinheng Wang 001; Ziren Xiao (IEEE Trans. Consumer Electron., 2025)

Generalised Rate Control Approach For Stream Processing Applications. - Ziren Xiao (CoRR, 2025)

Dynamic Collaborative Material Distribution System for Intelligent Robots In Smart Manufacturing. - Ziren Xiao; Ruxin Xiao; Chang Liu; Xinheng Wang 001 (CoRR, 2025)

Reinforcement Learning Based Edge-End Collaboration for Multi-Task Scheduling in 6G Enabled Intelligent Autonomous Transport Systems. - Peisong Li; Ziren Xiao; Honghao Gao; Xinheng Wang 001; Ye Wang 019 (IEEE Trans. Intell. Transp. Syst., 2025)