A Deep Reinforcement Learning Approach to Edge-based IDS Packets Sampling. - Guowen Wu; Zhenwei Li; Yizhou Shen; Hong Zhang 046; Shigen Shen; Shui Yu 001 (DSIT, 2022)

DRL-based Optimization of Privacy Protection and Computation Performance in MEC Computation Offloading. - Zhengjun Gao; Guowen Wu; Yizhou Shen; Hong Zhang 046; Shigen Shen; Qiying Cao (INFOCOM Workshops, 2022)

DRL-based Resource Allocation Optimization for Computation Offloading in Mobile Edge Computing. - Guowen Wu; Yuhan Zhao; Yizhou Shen; Hong Zhang 046; Shigen Shen; Shui Yu 001 (INFOCOM Workshops, 2022)

Signaling game-based availability assessment for edge computing-assisted IoT systems with malware dissemination. - Yizhou Shen; Shigen Shen; Zongda Wu; Haiping Zhou; Shui Yu 001 (J. Inf. Secur. Appl., 2022)

Evolutionary privacy-preserving learning strategies for edge-based IoT data sharing schemes. - Yizhou Shen; Shigen Shen; Qi Li; Haiping Zhou; Zongda Wu; Youyang Qu (Digit. Commun. Networks, 2023)

Game-theoretic analytics for privacy preservation in Internet of Things networks: A survey. - Yizhou Shen; Carlton Shepherd; Chuadhry Mujeeb Ahmed; Shigen Shen; Xiaoping Wu; Wenlong Ke; Shui Yu 001 (Eng. Appl. Artif. Intell., 2024)

SGD3QN: Joint Stochastic Games and Dueling Double Deep Q-Networks for Defending Malware Propagation in Edge Intelligence-Enabled Internet of Things. - Yizhou Shen; Carlton Shepherd; Chuadhry Mujeeb Ahmed; Shigen Shen; Shui Yu 001 (IEEE Trans. Inf. Forensics Secur., 2024)

Deep Q-network-based heuristic intrusion detection against edge-based SIoT zero-day attacks. - Shigen Shen; Chenpeng Cai; Zhenwei Li; Yizhou Shen; Guowen Wu; Shui Yu 001 (Appl. Soft Comput., 2024)

Deep Q-Network-Based Open-Set Intrusion Detection Solution for Industrial Internet of Things. - Shoujian Yu; Rong Zhai; Yizhou Shen; Guowen Wu; Hong Zhang 046; Shui Yu 001; Shigen Shen (IEEE Internet Things J., 2024)

Combining Lyapunov Optimization With Actor-Critic Networks for Privacy-Aware IIoT Computation Offloading. - Guowen Wu; Xihang Chen; Yizhou Shen; Zhiqi Xu; Hong Zhang 046; Shigen Shen; Shui Yu 001 (IEEE Internet Things J., 2024)

Comparative DQN-Improved Algorithms for Stochastic Games-Based Automated Edge Intelligence-Enabled IoT Malware Spread-Suppression Strategies. - Yizhou Shen; Carlton Shepherd; Chuadhry Mujeeb Ahmed; Shui Yu 001; Tingting Li 001 (IEEE Internet Things J., 2024)

MFGD3QN: Enhancing Edge Intelligence Defense Against DDoS With Mean-Field Games and Dueling Double Deep Q-Network. - Shigen Shen; Chenpeng Cai; Yizhou Shen; Xiaoping Wu; Wenlong Ke; Shui Yu 001 (IEEE Internet Things J., 2024)

Novel Intrusion Detection Strategies With Optimal Hyper Parameters for Industrial Internet of Things Based on Stochastic Games and Double Deep Q-Networks. - Shoujian Yu; Xuan Wang; Yizhou Shen; Guowen Wu; Shui Yu 001; Shigen Shen (IEEE Internet Things J., 2024)

Mean-Field Game-Based Task-Offloaded Load Balance for Industrial Mobile Edge Computing Systems Using Software-Defined Networking. - Guowen Wu; Hui Wang 011; Hong Zhang 046; Yizhou Shen; Shigen Shen; Shui Yu 001 (IEEE Trans. Mob. Comput., 2024)

SAC-PP: Jointly Optimizing Privacy Protection and Computation Offloading for Mobile Edge Computing. - Shigen Shen; Xuanbin Hao; Zhengjun Gao; Guowen Wu; Yizhou Shen; Hong Zhang 046; Qiying Cao; Shui Yu 001 (IEEE Trans. Netw. Serv. Manag., 2024)

RT-A3C: Real-time Asynchronous Advantage Actor-Critic for optimally defending malicious attacks in edge-enabled Industrial Internet of Things. - Wenyi Zhu; Xiaolong Liu; Yimeng Liu; Yizhou Shen; Xiao-Zhi Gao 001; Shigen Shen (J. Inf. Secur. Appl., 2025)

Joint Mean-Field Game and Multiagent Asynchronous Advantage Actor-Critic for Edge Intelligence-Based IoT Malware Propagation Defense. - Shigen Shen; Chenpeng Cai; Yizhou Shen; Xiaoping Wu; Wenlong Ke; Shui Yu 001 (IEEE Trans. Dependable Secur. Comput., 2025)

Integrating Deep Spiking Q-Network Into Hypergame-Theoretic Deceptive Defense for Mitigating Malware Propagation in Edge Intelligence-Enabled IoT Systems. - Yizhou Shen; Carlton Shepherd; Chuadhry Mujeeb Ahmed; Shigen Shen; Shui Yu 001 (IEEE Trans. Serv. Comput., 2025)

Deep-Reinforcement-Learning-Based Botnet Propagation Control in the Social Internet of Things. - Shigen Shen; Xuanbin Hao; Yizhou Shen; Huibin Xu; Jingnan Dong; Zhaoxi Fang; Zongda Wu (IEEE Internet Things J., 2025)

Mitigating Malware Propagation in Social Internet of Things Using an Exact Markov-Chain-Based Epidemic Method. - Hong Zhang 046; Xinyi Hu; Yizhou Shen; Huibin Xu; Shigen Shen; Ruidong Li 001 (IEEE Internet Things J., 2025)

Privacy Preservation Strategies for Malware-Infected Edge Intelligence Systems: A Bayesian Stochastic Game-Based Approach. - Yizhou Shen; Carlton Shepherd; Chuadhry Mujeeb Ahmed; Shigen Shen; Shui Yu 001 (IEEE Trans. Mob. Comput., 2025)