When digital twin meets deep reinforcement learning in multi-UAV path planning. - Siyuan Li 005; Xi Lin 003; Jun Wu 001; Ali Kashif Bashir; Raheel Nawaz (DroneCom@MobiCom, 2022)

DPG-DT: Differentially Private Generative Digital Twin for Imbalanced Learning in Industrial IoT. - Siyuan Li 005; Xi Lin 003; Gaolei Li; Lixing Chen; Siyi Liao; Jing Wang; Jianhua Li 001 (MSN, 2023)

Digital Twin and Artificial Intelligence-Empowered Panoramic Video Streaming: Reducing Transmission Latency in the Extended Reality-Assisted Vehicular Metaverse. - Siyuan Li 005; Xi Lin 003; Jun Wu 001; Wei Zhang; Jianhua Li 001 (IEEE Veh. Technol. Mag., 2023)

OpticGAI: Generative AI-aided Deep Reinforcement Learning for Optical Networks Optimization. - Siyuan Li 005; Xi Lin 003; Yaju Liu; Gaolei Li; Jianhua Li 001 (HotOptics@SIGCOMM, 2024)

Multi-Agent RL-Based Industrial AIGC Service Offloading over Wireless Edge Networks. - Siyuan Li 005; Xi Lin 003; Hansong Xu; Kun Hua; Xiaomin Jin; Gaolei Li; Jianhua Li 001 (INFOCOM (Workshops), 2024)

Towards Multi-Task Generative-AI Edge Services with an Attention-based Diffusion DRL Approach. - Yaju Liu; Xi Lin 003; Siyuan Li 005; Gaolei Li; Qinghua Mao; Jianhua Li 001 (SmartCloud, 2024)

Trustworthy AI-Generative Content in Intelligent 6G Network: Adversarial, Privacy, and Fairness. - Siyuan Li 005; Xi Lin 003; Yaju Liu; Jianhua Li 001 (CoRR, 2024)

AI-Generated Content-Based Edge Learning for Fast and Efficient Few-Shot Defect Detection in IIoT. - Siyuan Li 005; Xi Lin 003; Wenchao Xu 001; Jianhua Li 001 (IEEE Trans. Serv. Comput., 2024)

QoS-Aware Multi-AIGC Service Orchestration at Edges: An Attention-Diffusion-Aided DRL Method. - Yaju Liu; Siyuan Li 005; Xi Lin 003; Xiuzhen Chen; Gaolei Li; Yuchen Liu 001; Bolin Liao; Jianhua Li 001 (IEEE Trans. Cogn. Commun. Netw., 2025)

HXRL: Explainable DRL-Enhanced Reliable VR Video Streaming for Immersive Smart Healthcare. - Ye Wang; Siyuan Li 005; Xi Lin 003; Yang Bai 010; Jianqi Yu; Lixing Chen; Bo Yang 006; Xinping Guan (IEEE Internet Things J., 2025)