Journal Papers:
1. Hairuo Zhuang;Lin Dai;Liang Xiao;Yan Yao,"
Spectral efficiency of distributed antenna system with random antenna layout,
"
Electronics Letter, vol. 39, no 6, pp. 495-496,
Mar. 2003.
2. Liang Xiao;Larry J. Greenstein;Narayan B. Mandayam,N. Mandayam, "
Sensor-assisted localization in cellular systems,"
IEEE Trans. Wireless Comm.,
vol. 6, no. 12, pp. 4244-4248, Dec. 2007.
3. Liang Xiao;Larry J. Greenstein;Narayan B. Mandayam;Shalini Periyalwar, N. Mandayam, and S. Periyalwar,
"Distributed measurements for estimating and updating cellular system performance,"
IEEE Trans. Comm., vol. 56, no. 6, pp. 991-998, Jun. 2008.
4. Liang Xiao;Larry J. Greenstein;Narayan B. Mandayam;Wade Trappe, N. B. Mandayam, and W. Trappe,
"Using the physical layer for wireless authentication under time-variant channels," IEEE Trans. Wireless Comm., vol. 7, no. 7, pp. 2571-2579,
Jul. 2008.
5. Liang Xiao;Larry J. Greenstein;Narayan B. Mandayam;Wade Trappe,
"Channel-based spoofing detection in frequency-selective Rayleigh channels," IEEE Trans. Wireless Comm., vol. 8, no. 12, pp. 5948 - 5956, Dec. 2009.
6. Liang Xiao;Larry J. Greenstein;Narayan B. Mandayam;Wade Trappe,
"Channel-based detection of Sybil attacks in wireless networks,"
IEEE Trans. Information Forensics & Security, vol. 4, no. 3, pp. 492-503, Sept. 2009.
7. Liang Xiao;Huaiyu Dai;Peng Ning,
"Jamming-resistant collaborative broadcast using uncoordinated frequency hopping,"
IEEE Trans. Information Forensics & Security, vol. 7, no. 1,
pp. 297 – 309, Feb. 2012.
8. Liang Xiao;Huaiyu Dai;Peng Ning,
"MAC design of uncoordinated FH-based collaborative broadcast,"
IEEE Wireless Comm. Letters, vol. 1, no. 3, pp. 261 - 264, Jun. 2012.
9. Chengzhi Li;Huaiyu Dai;Liang Xiao;Peng Ning, "Communication efficiency of anti-jamming broadcast in large-scale multi-channel wireless networks,"
IEEE Trans. Signal Processing, vol. 60, no. 10,
pp. 5281 - 5292, Oct. 2012.
10. Liang Xiao;Yan Chen;W. Sabrina Lin;K. J. Ray Liu, "Indirect reciprocity security game for large-scale mobile wireless networks,"
IEEE Trans. Information Forensics & Security, vol. 7, no. 4, pp. 1368 – 1380, Aug. 2012.
11. Caidan Zhao;Liang Xiao;Shan Kang;Guiquan Chen;Yunzhou Li;Lianfen Huang,
"Secure relay selection based on learning with negative externality in wireless networks,"
EURASIP Journal on Advances in Signal Processing, vol. 2013, no. 1, pp.
1-7, Dec. 2013.
12. Liang Xiao;Yan Chen;W. Sabrina Lin;K. J. Ray Liu,
"Proximity-based security techniques for mobile users in wireless networks,"
IEEE Trans. Information Forensics & Security, vol. 8, no. 12, pp. 2089-2100, Dec. 2013.
13. Liang Xiao;Narayan B. Mandayam;H. Vincent Poor,
"Prospect theoretic analysis of energy exchange among microgrids,"
IEEE Trans. Smart Grids, vol. 6, no. 1, pp. 63-72, Jan. 2015.
14. Liang Xiao;Tianhua Chen;Jinliang Liu;Huaiyu Da,
"Anti-jamming transmission stackelberg game with observation errors,"
IEEE Comm. Letters, vol. 19, no. 6, pp.
949-952, Jun. 2015.
15. Liang Xiao;Yan Li;Jinliang Liu;Yifeng Zhao,
"Power control with reinforcement learning in cooperative cognitive radio networks against jamming,"
Journal of Supercomputing, vol. 71, no. 9, pp. 3237-3257,
Apr. 2015.
16. Jinliang Liu;Liang Xiao;Guolong Liu;Yifeng Zhao, "Active authentication with reinforcement learning based on ambient radio signals,"
Springer Multimedia Tools and Applications, vol. 76, no. 3, pp. 3979-3998, Oct. 2015.
17. Liang Xiao;Jinliang Liu;Qiangda Li;Narayan B. Mandayam;H. Vincent Poor, "User-centric view of jamming games in cognitive radio networks," IEEE Trans. Information
Forensics & Security, vol. 10, no. 12, pp. 2578-2590, Dec. 2015.
18. Liang Xiao;Yan Li;Guoan Han;Guolong Liu;Weihua Zhuang, "PHY-layer spoofing detection with reinforcement learning in wireless networks," IEEE Trans. Vehicular Technology, vol. 65, no. 12, pp. 10037-10047, Dec. 2016.
19. 肖亮, 李强达, 刘金亮, "云存储安全技术研究进展综述," 数据采集与处理, 2016, 31(3):464-472.
20. Liang Xiao;Dongjin Xu;Caixia Xie;Narayan B. Mandayam;H. Vincent Poor, "Cloud storage defense against advanced persistent threats: A prospect theoretic study," IEEE Journal on Selected Areas in Comm., vol. 35, no. 3, pp. 534-544, Jan. 2017.
Code.
21. Liang Xiao;Tianhua Chen;Guoan Han;Weihua Zhuang;Limin Sun, "Game theoretic study on channel-based authentication in MIMO systems," IEEE Trans. Vehicular Technology, vol. 66, no. 8, pp. 7474-7484, Jan. 2017.
Code.
22. Ning Wang;Ting Jiang;Shichao Lv;Liang Xiao, "Physical-layer authentication based on extreme learning machine," IEEE Comm. Letters, vol. 21, no. 1, pp. 1557-1560, Jul. 2017.
23. Liang Xiao;Yanda Li;Xueli Huang;XiaoJiang Du, "Cloud-based malware detection game for mobile device with offloading," IEEE Trans. Mobile Computing, vol. 16, no. 10, pp. 2742-2750, Oct. 2017.
24. Liang Xiao;Xiaoyue Wan;Zhu Han, "PHY-layer authentication with multiple landmarks with reduced overhead," IEEE Trans. Wireless Comm., vol. 17, no. 3, pp. 1676-1687, Dec. 2017.
Code.
25. Liang Xiao;Yanda Li;Guoan Han;Huaiyu Dai;H. Vincent Poor, "A secure mobile crowdsensing game with deep reinforcement learning," IEEE Trans. Information Forensics & Security, vol. 13, no. 1, pp. 35-47, Jan. 2018.
Code.
26. Liang Xiao;Tianhua Chen;Caixia Xie;Huaiyu Dai;H. Vincent Poor, "Mobile crowdsensing games in vehicular networks," IEEE Trans. Vehicular Technology, vol. 67, no. 2, pp. 1535-1545, Feb. 2018.
Code.
27. Liang Xiao;Donghua;Jiang;Xiaoyue Wan;Wei Su;Yuliang Tang, "Anti-jamming underwater transmission with mobility and learning," IEEE Comm. Letters, vol. 22, no. 3, pp. 542-545, Mar. 2018.
Code.
28. Liang Xiao;Yanda Li;Canhuang Dai;Huaiyu Dai;H. Vincent Poor, "Reinforcement learning-based NOMA power allocation in the presence of smart jamming," IEEE Trans. Vehicular Technology, vol. 67, no. 4, pp. 3377-3389, Apr. 2018.
29. Liang Xiao;Caixia Xie;Minghui Min;Weihua Zhuang, "User-centric view of unmanned aerial vehicle transmission against smart attacks," IEEE Trans. Vehicular Technology, vol. 67, no. 4, pp. 3420-3430, Apr. 2018.
30. Liang Xiao;Xiaozhen Lu;Dongjin Xu;Yuliang Tang;Lei Wang;Weihua Zhuang, "UAV relay in VANETs against smart jamming with reinforcement learning," IEEE Trans. Vehicular Technology, vol. 67, no. 5, pp. 4087-4097, May 2018.
31. Liang Xiao;Dongjin Xu;Narayan B. Mandayam;H. Vincent Poor, "Attacker-centric view of a detection game against advanced persistent threats," IEEE Trans. Mobile Computing, vol. 17, no. 11, pp. 2512-2523, Nov. 2018.
Code.
32. Liang Xiao;Xiaoyue Wan;Canhuang Dai;Xiaojiang Du;Xiang Chen;Mohsen Guizani, "Security in mobile edge caching with reinforcement learning," IEEE Wireless Comm. Magazine, vol. 25, no. 3, pp. 116-122, Jun. 2018.
33. Liang Xiao;Xiaoyue Wan;Xiaozhen Lu;Yanyong Zhang;Di Wu, "IoT security techniques based on machine learning: How do IoT devices use AI to enhance security?," IEEE Signal Processing Magazine, vol. 35, no. 5, pp. 41-49, Sept. 2018.
34. 陈烨, 许冬瑾, 肖亮, "基于区块链的网络安全技术综述," 电信科学, 2018, 34(03):10-16.
35. Minghui Min;Liang Xiao;Caixia Xie;Mohammad Hajimirsadeghi;Narayan B. Mandayam, "Defense against advanced persistent threats in dynamic cloud storage: A colonel blotto game approach," IEEE Internet of Things Journal, vol. 5, no. 6, pp. 4250-4261, Dec. 2018.
36. Liang Xiao;Donghua Jiang;Dongjin Xu;Hongzi Zhu;Yanyong Zhang;H. Vincent Poor, "Two-dimensional antijamming mobile communication based on reinforcement learning," IEEE Trans. Vehicular Technology, vol. 67, no. 10, pp. 9499-9512, Oct. 2018.
37. Geyi Sheng;Minghui Min;Liang Xiao;Sicong Liu, "Reinforcement learning based control for unmanned aerial vehicles," Journal of Communications and Information Networks, vol. 3, no. 3, pp. 39-48, Oct. 2018.
38. Liang Xiao;Donghua Jiang;Dongjin Xu;Wei Su;Ning An;Dongming Wang, "Secure mobile crowdsensing based on deep learning," China Communications, vol. 15, no. 10, pp. 1-11, Oct. 2018.
39. Minghui Min;Xiaoyue Wan;Liang Xiao;Ye Chen;Minghua Xia;Di Wu;Huaiyu Dai, "Learning-based privacy-aware offloading for healthcare IoT with energy harvesting," IEEE Internet of Things Journal, vol. 6, no. 3, pp. 4307-4316, Oct. 2018.
40. Liang Xiao;Donghua Jiang;Dongjin Xu;Wei Su;Ning An;Dongming Wang, "Utility maximization of cloud-based in-car video recording over vehicular access networks," IEEE Internet of Things Journal, vol. 5, no. 6, pp. 5213-5226, Dec. 2018.
41. Liang Xiao;Geyi Sheng;Xiaoyue Wan;Wei Su;Peng Cheng, "Learning-based PHY-layer authentication for underwater sensor networks," IEEE Comm. Letters, vol. 23, no. 1, pp. 60-63, Jan. 2019.
42. Sicong Liu;Liang Xiao;Lianfen Huang;Xianbin Wang, "Impulsive noise recovery and elimination: A sparse machine learning based approach," IEEE Trans. Vehicular Technology, vol. 68, no. 3, pp. 2306-2315, Mar. 2019.
43. Minghui Min;Liang Xiao;Ye Chen;Peng Cheng;Di Wu;Weihua Zhuang, "Learning-based computation offloading for IoT devices with energy harvesting," IEEE Trans. Vehicular Technology, vol. 68, no. 2, pp. 1930-1941, Jan. 2019.
44. Miao Hu;Lei Zhuang;Di Wu;Yipeng Zhou;Xu Chen;Liang Xiao, "Learning driven computation offloading for asymmetrically informed edge computing," IEEE Trans. Parallel and Distributed Systems, vol. 30, no. 7, pp. 1802-1815, Aug. 2019.
45. Liang Xiao;Donghua Jiang;Ye Chen;Wei Su;Yuliang Tang, "Reinforcement-learning-based relay mobility and power allocation for UWSNs against jamming," IEEE Journal of Oceanic Engineering, vol. 45, no. 3, pp. 1148-1156, May 2019.
46. Sicong Liu;Liang Xiao;Zhu Han;Yuliang Tang, "Eliminating NB-IoT interference to LTE system: A sparse machine learning based approach," IEEE Internet of Things Journal, vol. 6, no. 4, pp. 6919-6932, Aug. 2019.
47. Liang Xiao;Geyi Sheng;Sicong Liu;Huaiyu Dai;Mugen Peng;Jian Song, "Deep reinforcement learning-enabled secure visible light communication against eavesdropping," IEEE Trans. Comm., vol. 67, no. 10, pp. 6994-7005, Oct. 2019.
48. 黄锦灏, 江东华, 丁钰真, 肖亮, 范业仙, 陈建成, "基于强化学习的能量采集物联网视频编码技术," 厦门大学学报(自然科学版), 2019, 58(06):889-893.
49. Xiaozhen Lu;Xingyu Xiao;Liang Xiao;Canhuang Dai;Mugen Peng;H. Vincent Poor, "Reinforcement learning based microgrid energy trading with a reduced power plant schedule," IEEE Internet of Things Journal, vol. 6, no. 6, pp. 10728-10737, Dec. 2019.
50. Liang Xiao;Hailu Zhang;Yilin Xiao;Xiaoyue Wan;Sicong Liu;Li-Chun Wang;H. Vincent Poor, "Reinforcement learning-based downlink interference control for ultra-dense small cells," IEEE Trans. Wireless Comm., vol. 19, no. 1, pp. 423-434, Jan. 2020.
51. Xiaozhen Lu;Liang Xiao;Canhuang Dai;Huaiyu Dai, "UAV-aided cellular communications with deep reinforcement learning against jamming," IEEE Wireless Comm. Magazine, vol. 27, no. 4, pp. 48-53, Aug. 2020.
52. Xiaozhen Lu;Liang Xiao;Tangwei Xu;Yifeng Zhao;Yuliang Tang;Weihua Zhuang, "Reinforcement learning based PHY authentication for VANETs," IEEE Trans. Vehicular Technology, vol. 69, no. 3, pp. 3068 - 3079, Mar. 2020.
53. Miao Hu;Zixuan Xie;Di Wu;Yipeng Zhou;Xu Chen;Liang Xiao, "Heterogeneous edge offloading with incomplete information: A minority game approach," IEEE Trans. Parallel and Distributed Systems, vol. 31, no. 9, pp. 2139 - 2154, Sep. 2020.
54. Liang Xiao;Yuzhen Ding;Donghua Jiang;Jinhao Huang;Dongming Wang;Jie Li;H. Vincent Poor, "A reinforcement learning and blockchain-based trust mechanism for edge networks," IEEE Trans. Comm., vol. 68, no. 9, pp. 5460-5470, Sept. 2020.
55. 黄锦灏, 丁钰真, 肖亮, 沈志荣, 朱珍民, "一种基于强化学习的嵌入式系统抗拒绝服务攻击的缓存调度方案," 计算机科学, 2020,47(07):282-286.
56. Liang Xiao;Xiaozhen Lu;Tangwei Xu;Xiaoyue Wan;Wen Ji;Yanyong Zhang, "Reinforcement learning based mobile offloading for edge computing against jamming and interference," IEEE Trans. Comm., vol. 68, no. 10, pp. 6114-6126, Oct. 2020.
Code.
57. Yilin Xiao;Guohang Niu;Liang Xiao;Yuzhen Ding;Sicong Liu;Yexian Fan, "Reinforcement learning based energy-efficient Internet-of-Things video transmission," Intelligent and Converged Networks, vol. 1, no. 3, pp. 258-270, Dec. 2020.
58. 徐堂炜, 张海璐, 刘楚环, 肖亮, 朱珍民, "基于强化学习的低时延车联网群密钥分配管理技术," 网络与信息安全学报, 2020, 6(5): 119-125.
59. 刘思聪, 肖亮, "面向5G的“无线通信原理”教学改革探索," 高教学刊, 2020(35): 132-135.
60. Helin Yang;Zehui Xiong;Jun Zhao;Dusit Niyato;Liang Xiao;Qingqing Wu, "Deep reinforcement learning based intelligent reflecting surface for secure wireless communications," IEEE Trans. Wireless Comm., vol. 20, no. 1, pp. 375-388, Jan. 2021.
61. Yilin Xiao;Liang Xiao;Xiaozhen Lu;Hailu Zhang;Shui Yu;H. Vincent Poor, "Deep reinforcement learning based user profile perturbation for privacy aware recommendation," IEEE Internet of Things Journal, vol. 8, no. 6, pp. 4560-4568, Mar. 2021.
62. Wei Su;Jincheng Tao;Yuehua Pei;Xudong You;Liang Xiao;En Cheng, "Reinforcement learning based efficient underwater image communication," IEEE Comm. Letters, vol. 25, no. 3, pp. 883-886, Mar. 2021.
63. Liang Xiao;Xiaozhen Lu;Tangwei Xu;Weihua Zhuang;Huaiyu Dai, "Reinforcement learning based physical-layer authentication for controller area networks," IEEE Trans. Information Forensics & Security, vol. 16, pp. 2535-2547, Feb. 2021.
64. Minghui Min;Weihang Wang;Liang Xiao;Yilin Xiao;Zhu Han, "Reinforcement learning-based sensitive semantic location privacy protection for VANETs," China Communications, vol. 18, no. 6, pp. 244-260, Jun. 2021.
65. Helin Yang;Jun Zhao;Zehui Xiong;Kwok-Yan Lam;Sumei Sun;Liang Xiao, "Privacy-preserving federated learning for UAV-enabled networks: Learning-based joint scheduling and resource management," IEEE Journal on Selected Areas in Comm., vol. 39, no. 10, pp. 3144-3159, Oct. 2021.
66. Weihang Wang;Zefang Lv;Xiaozhen Lu;Yi Zhang;Liang Xiao, "Distributed reinforcement learning based framework for energy-efficient UAV relay against jamming," Intelligent and Converged Networks, vol. 2, no. 2, pp. 150-162, Jun. 2021.
67. Yilin Xiao;Liang Xiao;Zefang Lv;Guohang Niu;Yuzhen Ding;Wenyuan Xu, "Learning based low-latency vIoT video streaming against jamming and interference," IEEE Wireless Comm. Magazine, vol. 28, no. 4, pp. 12-18, Sep. 2021.
68. Liang Xiao;Yuzhen Ding;Jinhao Huang;Sicong Liu;Yuliang Tang;Huaiyu Dai, "UAV Anti-Jamming Video Transmissions with QoE Guarantee: A Reinforcement Learning Based Approach," IEEE Trans. Comm., vol. 69, no. 9, pp. 5933-5947, Sep. 2021.
69. Xiaozhen Lu;Jingfang Jie;Zihan Lin;Liang Xiao;Jin Li;Yanyong Zhang, "Reinforcement learning based energy efficient robot relay for unmanned aerial vehicles against smart jamming," SCIENCE CHINA Information Sciences,vol. 65,no.11, pp. 2304 - 2318, Jan. 2022.
70. Minghui Min;Liang Xiao;Jiahao Ding;Hongliang Zhang;Shiyin Li;Miao Pan;Zhu Han, "3D Geo-Indistinguishability for Indoor Location-Based Services," IEEE Trans. Wireless Comm.,vol.21, no.7, pp.4682-4694, Jul. 2022.
71. Helin Yang;Jun Zhao;Kwok-Yan Lam;Zehui Xiong;Qingqing Wu;Liang Xiao, "Distributed Deep Reinforcement Learning Based Spectrum and Power Allocation for Heterogeneous Networks," IEEE Trans. Wireless Comm.,vol.21,no.9,pp.6935-6948,Sep.2022.
72. Xu Chen;Liang Xiao;Wei Feng;Ning Ge;Xianbin Wang, "DDoS Defense for IoT: A Stackelberg Model Enabled Collaborative Framework," IEEE Internet of Things Journal, vol.9,no.12,pp.9659 - 9674, Jun. 2022.
73. Xiaozhen Lu;Liang Xiao;Guohang Niu;Xiangyang Ji;Qian Wang, "Safe exploration in wireless security: A safe reinforcement learning algorithm with hierarchical structure," IEEE Trans. Information Forensics & Security, vol. 17, pp. 732 - 743, Feb. 2022.
74. Liang Xiao, Siyuan Hong, Shiyu Xu, Helin Yang, Xiangyang Ji, "IRS-aided Energy-Efficient Secure WBAN Transmission Based on Deep Reinforcement Learning", IEEE Trans. Comm., vol.70, no. 6, pp. 4162-4174, Jun. 2022.
75. Liang Xiao; Hongyan Li; Shi Yu; Yi Zhang; Li-Chun Wang; Shaodan Ma, "Reinforcement Learning Based Network Coding for Drone-Aided Secure Wireless Communications," IEEE Trans. Comm.,vol.70, no.9, pp.5975 - 5988, Sep. 2022.
76. Helin Yang; Kwok-Yan Lam; Liang Xiao; Zehui Xiong; Hao Hu; Dusit Niyato and H. Vincent Poor, "Lead federated neuromorphic learning for wireless edge artificial intelligence," Nature Communications, vol.13, no.1, pp.2041-1723, Jul. 2022.
77. Chuhuan Liu; Yi Zhang; Guohang Niu; Luliang Jia; Liang Xiao and Jiangxia Luan, "Towards reinforcement learning in UAV relay for anti-jamming maritime communications," Digital Communications and Networks,vol. 9, no. 6, pp. 1477-1485, Dec. 2023.
78. Xu Chen; Yunfei Chen; Wei Feng; Liang Xiao; Xiangling Li; Jie Zhang; Ning Ge, "Real-time DDoS Defense in 5G-enabled IoT: A Multidomain Collaboration Perspective," IEEE Internet of Things Journal., vol. 10,no. 5, pp. 4490 - 4505, Nov. 2022.
79.闵明慧，张鹏，朱浩鹏，程志鹏，马帅，李世银*，肖亮，彭国军, "能量收集辅助的矿山物联网智能计算卸载方法," 电子与信息学报, 2023.10, 45(10): 3547-3557.
80. Xiaozhen Lu; Liang Xiao; Pengmin Li; Xiangyang Ji; Chenren Xu; Shui Yu; Weihua Zhuang, "Reinforcement learning based physical cross-layer security and privacy in 6G," IEEE Communications Surveys and Tutorials.,vol.25, no.1, pp.425 - 466, 2023.
81. Yilin Xiao; Liang Xiao; Kunpeng Wan; Helin Yang; Yi Zhang; Yi Wu; Yanyong Zhang, "Reinforcement learning based energy-efficient collaborative inference for mobile edge computing," IEEE Trans. Comm.,vol.71, no.2, pp.864 - 876, Feb. 2023.
82. Jinming Wang; Sai Xu; Shuai Han; Liang Xiao，"UAV-Powered Multi-User Intelligent Reflecting Surface Backscatter Communication," IEEE Transactions on Vehicular Technology,Vol.72, no.8, pp.10251-10262, Aug.2023.
83. Shuai Han; Jinming Wang; Liang Xiao; Cheng Li，"Broadcast Secrecy Rate Maximization in UAV-Empowered IRS Backscatter Communications," IEEE Transactions on Wireless Communications,Vol.22, no.10, pp.6445-6458, Oct.2023.
84. Zefang Lv; Liang Xiao; Yousong Du; Guohang Niu; Chengwen Xing; Wenyuan Xu, "Multi-Agent Reinforcement Learning based UAV Swarm Communications Against Jamming," IEEE Trans. Wireless Commun,vol.22, no.12, pp.9063-9075,Dec.2023.
85. 肖亮; 陈顺; 王烁华; 吕泽芳; 杨和林，"面向数字孪生的智能无线通信抗干扰技术", 移动通信,2023,47(6)：8-13.
86. Helin Yang; Sheng Zhang; Arokiaswami Alphones; Chen Chen; Kwok-Yan Lam; Zehui Xiong; Liang Xiao; Yi Zhang, "An Advanced Integrated Visible Light Communication and Localization System," IEEE Transactions on Communications,vol.71,no.12, pp.7149-7162, Dec. 2023.
87. Minghui Min, Haopeng Zhu, Jiahao Ding, Shiyin Li, Liang Xiao, Miao Pan, and Zhu Han, "Personalized 3D Location Privacy Protection with Differential and Distortion Geo-Perturbation," IEEE Transactions on Dependable and Secure Computing, vol. 21, no. 4, pp.3629-3643, July-Aug. 2024.
88. Helin Yang, Shuai Liu, Liang Xiao, Yi Zhang, Zehui Xiong, and Weihua Zhuang, " Learning-Based Reliable and Secure Transmission for UAV-RIS-Assisted Communication Systems," IEEE Transactions on Wireless Communications, vol. 23, no. 7, pp.6954-6967, July 2024.
89.Changyuan Xu;Cheng Zhan;Helin Yang;Liang Xiao,"Pareto-Optimal Aerial-Ground Energy Minimization for Aerial 3D Mobile Edge Computing Networks," IEEE Trans. Vehicular Technology,vol.73, no.5,pp.7218-7233, May 2024.
90.Minghui Min, Haopeng Zhu, Shiyin Li, Hongliang Zhang, Liang Xiao, Miao Pan, and Zhu Han,“Semantic Adaptive Geo-Indistinguishability for Location Privacy Protection in Mobile Networks,” IEEE Transactions on Vehicular Technology, vol.73, no.6, pp. 9193-9198, June 2024.
91.闵明慧，杨爽，胥俊怀，李鑫，李世银*，肖亮，彭国军, "三维空间位置服务中智能语义位置隐私保护方法," 电子与信息学报,2024, 46: 3.
92.Xinwu Chen, Shuai Han, Cheng Li, Liang Xiao," Security Performance Analysis of Single-User Downlink Communication Based on Double-RIS," IEEE Transactions on Vehicular Technology, vol. 73, no. 6, pp. 9115-9119, June 2024.
93.Zhiqiang Li; Shuai Han; Liang Xiao; Mugen Peng，“Cooperative Non-Orthogonal Broadcast and Unicast Transmission for Integrated Satellite–Terrestrial Network”，IEEE Transactions on Broadcasting, vol. 70, no. 3, pp. 1052-1064, Sept. 2024.
94.Chuhuan Liu; Zefang Lv; Liang Xiao; Wei Su; Liqing Ye; Helin Yang; Xudong You; Shuai Han, “Efficient Beacon-Aided AUV Localization: A Reinforcement Learning Based Approach”, IEEE Transactions on Vehicular Technology, vol. 73, no. 6, pp. 7799-7811, June 2024.
95.Helin Yang; Kailong Lin; Liang Xiao; Yifeng Zhao; Zehui Xiong; Zhu Han, "Energy Harvesting UAV-RIS-Assisted Maritime Communications Based on Deep Reinforcement Learning Against Jamming", IEEE Transactions on Wireless Communications, vol. 23, no. 8, pp. 9854-9868, Aug. 2024.
96.Shuai Liu; Helin Yang; Liang Xiao; Mengting Zheng; Huabing Lu; Zehui Xiong, "Learning-Based Resource Management Optimization for UAV-Assisted MEC Against Jamming", IEEE Transactions on Communications, vol. 72, no. 8, pp. 4873-4886, Aug. 2024.
97.Zefang Lv; Liang Xiao; Yousong Du; Yunjun Zhu; Shuai Han; and Yong-Jin Liu, " Efficient Communications in Multi-Agent Reinforcement Learning for Mobile Applications", IEEE Transactions on Wireless Communications, vol. 23, no. 9, pp. 12440-12454, Sept. 2024.
98.Caidan Zhao; Xiaolin Fan; Yang Lei; Liang Xiao and Zhiqiang Wu, " Bilateral-Branch Signal Feature Enhancement Network for RFF Data Enhancement",Wireless Communications and Mobile Computing, 2024, 2024(1): 7891968.
99.Kailong Lin; Helin Yang; Mengting Zheng; Liang Xiao; Chongwen Huang and Dusit Niyato, "Penalized Reinforcement Learning-Based Energy-Efficient UAV-RIS Assisted Maritime Uplink Communications Against Jamming",IEEE Transactions on Vehicular Technology, vol. 73, no. 10, pp. 15768-15773, Oct. 2024.
100.Chuhuan Liu; Liang Xiao; Yifan Chen; Siyao Li; Helin Yang; Zefang Lv，“Learning Based Interference Coordination for Maritime Communications”, China Communications, accepted, 2024.
101.Jieling Li; Liang Xiao; Xuchen Qi; Zefang Lv; Qiaoxin Chen and Yong-Jin Liu, "Reinforcement Learning based Energy-Efficient Fast Routing for FANETs", IEEE Transactions on Communications, vol. 72, no. 11, pp. 7063-7076, Nov. 2024.
102.Zefang Lv; Liang Xiao; Yifan Chen; Haoyu Chen and Xiangyang Ji, "Safe Multi-Agent Reinforcement Learning for Wireless Applications Against Adversarial Communications", IEEE Trans. Information Forensics & Security, vol. 19, pp. 6824-6839, 2024.
103.Ziling Shao; Helin Yang; Liang Xiao; Wei Su; Yifan Chen and Zehui Xiong, "Deep Reinforcement Learning-Based Resource Management for UAV-Assisted Mobile Edge Computing Against Jamming", IEEE Transactions on Mobile Computing, vol. 23, no. 12, pp. 13358-13374, Dec. 2024.
104.杨和林*，郑梦婷，刘帅，肖亮，谢显中，熊泽辉, " 恶意干扰下的无人机辅助边缘计算加权能耗与时延智能优化," 电子与信息学报,2024, 46: 1-9.
105. Xiaozhen Lu; Liang Xiao; Yilin Xiao; Wei Wang; Nan Qi and Qian Wang, "Risk-aware federated reinforcement learning-based secure IoV communications", IEEE Transactions on Mobile Computing, vol. 23, no. 12, pp. 14656-14671, Dec. 2024.
106. Xiaozhen Lu; Zhibo Liu; Yuhan Chen; Liang Xiao; Wei Wang and Qihui Wu, "Risk-aware reinforcement learning-based federated learning for IoV systems", IEEE Transactions on Mobile Computing, vol. 23, no. 12, pp. 14672-14688, Dec. 2024.
107. Shuai Liu; Helin Yang; Mengting Zheng; Liang Xiao; Zehui Xiong; and Dusit Niyato, "UAV-Enabled Semantic Communication in Mobile Edge Computing Under Jamming Attacks: An Intelligent Resource Management Approach" ,IEEE Transactions on Wireless Communications, vol. 23, no. 11, pp. 17493-17507, Nov. 2024.
108.Shuai Han; Zhiqiang Li;Julian Cheng;Shuyi Chen;Liang Xiao，“Multiple Access Interference Analysis for Multi-Satellite Joint Service”IEEE Transactions on Vehicular Technology，2024.
109.ZhipingLin;Liang Xiao; Hongyi Chen; Zefang Lv; Yunjun Zhu; Yanyong Zhang; Yong-Jin~Liu; "Edge-Assisted Collaborative Perception Against Jamming and Interference in Vehicular Networks", IEEE Transactions on Wireless Communications, vol. 24, no. 1, pp. 860-874, Jan. 2025.
110.Xiaozhen Lu; Zihan Liu; Liang Xiao; Huaiyu Dai, "Reinforcement learning-based personalized differentially private federated learning", IEEE Transactions on Information Forensics and Security, vol. 20, pp. 465-477, 2025.
111.Xiaozhen Lu; Liang Xiao; Yilin Xiao; Zehui Xiong; Zhe Liu; Yanyong Zhang; Weihua Zhuang, "Blockchain-Enabled Secure Offloading for VEC: A Multi-Agent Reinforcement Learning Approach", IEEE Transactions on Dependable and Secure Computing, 2024.
112.Zhiping Lin; Liang Xiao; Hongyi Chen; Zefang Lv, "Reinforcement Learning Based Environment-Aware V2I Anti-Jamming Communications", IEEE Transactions on Vehicular Technology, 2024.
113.Xingyu Yang; Helin Yang; Yifu Jiang; Arokiaswami Alphones; Liang Xiao, "Game-guided matching theory-based resource allocation for secure semantic communications", IEEE Transactions on Vehicular Technology, accepted, 2024.
114.Liang Xiao; Haoyu Chen; Shiyu Xu; Zefang Lv; Chuxuan Wang; Yilin Xiao, "Reinforcement Learning Based False Data Injection Attacks in Smart Grids", IEEE Transactions on Industrial Informatics, accepted, 2025.
115.Mengting Zheng; Helin Yang; Shuai Liu; Kailong Lin; Liang Xiao; Zhu Han, "Reliable Semantic Communication With QoE-Driven Resource Scheduling for UAV-Assisted MEC," IEEE Trans. Veh. Technol., pp. 1-6, March. 2025.
116.Shuai Liu; Helin Yang; Mengting Zheng; Liang Xiao, "Multi-UAV-Assisted MEC in IoV with Combined Multi-Modal Semantic Communication under Jamming Attacks," IEEE. Trans. Mob. Comput., pp. 1-15, March. 2025.
117.Xiaozhen Lu; Lixin Liu; Zhibo Liu; Qihui Wu; Liang Xiao, "Blockchain-Based Intelligent Trusted Computational Resource Allocation for Low-Altitude Networks," IEEE. Trans. Mob. Comput., pp. 1-15, May. 2025.
118.Zhiping Lin; Liang Xiao; Hongyi Chen; Zefang Lv, "Collaborative Perception Against Data Fabrication Attacks in Vehicular Networks," IEEE. Trans. Mob. Comput., pp. 1-13, May. 2025.
119.Liang Xiao; Jieling Li; Yilin Xiao; Zefang Lv; Chuxuan Wang; Pengmin Li, "Reinforcement Learning Based Accurate Worm Detection for Smart Grids," IEEE Internet of Things Journal, accepted, 2025.
Conference Papers:
1. Liang Xiao;Lin Dai;Hairuo Zhuang;Shidong Zhou;Yan Yao, "Information-theoretic capacity analysis in MIMO distributed antenna systems," in Proc. IEEE
Vehicular Technology Conference (VTC), vol. 1, pp. 779-782, Jeju,
Korea, April 2003.
2. Liang Xiao;Shidong Zhou;Yan Yao, "QoS-oriented scheduling algorithm for 4G mobile multimedia OFDM communications," in
Proc. IEEE International Symposium on Personal, Indoor and Mobile Radio
(PIMRC), vol. 1, pp. 545-549, Sept. 2003, Beijing, China.
3. Liang Xiao;Anchun Wang;Shidong Zhou;Yan Yao, "A dynamic resource scheduling algorithm for OFDM system," in Proc. Asia-Pacific Conference on
Communications (APCC), vol. 2, pp. 444-447, Malaysia, Sept. 2003.
4. Wang Anchun;Xiao Liang;Zhou Shidong;Xu Xibin;Yao Yan, "Dynamic resource management in the fourth generation wireless systems," in Proc.
International Conference on Communication Technology (ICCT), Beijing, China,
April 2003.
5. Liang Xiao;Ming Xiao, "A new kind of MIMO-sensor networks M-SENMA," in Proc. IEEE Vehicular Technology Conference (VTC), vol. 4, pp.
2941-2945, Los Angeles, CA, Sept. 2004.
6. Huaiyu Dai;Liang Xiao;Quan Zhou, "Energy efficiency of MIMO transmission strategies in wireless sensor networks," in Proc. 2004
International Conference on Computing, Communications and Control Technologies
(CCCT), Austin, TX, Aug. 2004.
7.Liang Xiao;Larry J. Greenstein;Narayan B. Mandayam;Shalini Periyalwar, "Sensor networks for estimating and updating the performance of cellular system," in Proc. IEEE
International Conference on Communications(ICC), vol. 5, pp. 2107-2111, June
2006.
8. Dragan Samardzija;Liang Xiao;Narayan Mandayam, "Impact of pilot assisted channel state estimation on multiple antenna multiuser TDD systems with spatial filtering," in Proc. IEEE Conference on Information Sciences and Systems
(CISS), pp. 381-385, Princeton, NJ, March 2006.
9. Liang Xiao;Larry Greenstein;Narayan Mandayam;Wade Trappe, "Fingerprints in the Ether: using the physical layer for wireless authentication," in Proc. IEEE International Conference on Communications(ICC), pp. 4646-4651, June 2007.
10. Liang Xiao;Larry Greenstein;Narayan Mandayam;Wade Trappe, "MIMO-assisted channel-based authentication in wireless networks," in Proc. Conference on Information Sciences and Systems (CISS),
pp. 642-646, Princeton, NJ, Mar. 2008.
11. Liang Xiao;Larry Greenstein;Narayan Mandayam;Wade Trappe, "A physical-layer technique to enhance authentication for mobile terminals," in Proc. IEEE International Conference on
Communications (ICC), pp. 1520-1524, May 2008.
12.Liang Xiao;Alex Reznik;Wade Trappe;Chunxuan Ye;Yogendra Shah;Larry Greenstein;Narayan Mandayam,
"PHY-authentication protocol for spoofing detection in wireless networks", in Proc. IEEE Global communications conference (GLOBECOM),
2010.
13. Chengzhi Li;Huaiyu Dai;Liang Xiao;Peng Ning, "Analysis and optimization on jamming-resistant collaborative broadcast in large-scale networks," in
Proc. 44th Asilomar Conference on Signals, Systems and Computers (Asilomar),
California, USA, Nov. 2010.
14. Liang Xiao;Huaiyu Dai;Peng Ning, "Jamming-resistant collaborative broadcast in wireless networks, Part I: Single-hop networks," in Proc. IEEE Global communications conference (GLOBECOM'11), Houston, TX, 2011.
15. Liang Xiao;Huaiyu Dai;Peng Ning, "Jamming-resistant collaborative broadcast in wireless networks, Part II: Multihop networks," in Proc. IEEE Global communications conference (GLOBECOM'11),
Houston, TX, 2011.
16. Liang Xiao;W. Sabrina Lin;Yan Chen;K. J. Ray Liu, "Indirect reciprocity game modeling for secure wireless networks," in Proc. IEEE International
conference on communications (ICC), Ottawa, Canada, June 2012.
17. Liang Xiao;Qiben Yan;Wenjing Lou;Y. Thomas Hou,
"Proximity-based security using ambient radio signals," in Proc. IEEE
International conference on communications (ICC), Budapest, Hungary, June 2013.
18. Liang Xiao;Yan Chen;K. J. Ray Liu, "Anti-cheating prosumer energy exchange based on indirect reciprocity," in Proc. IEEE International
conference on communications (ICC), Sydney, Australia, June 2014.
19. Liang Xiao;Jinliang Liu;Yan Li;Narayan B. Mandayam;H. Vincent Poor, "Prospect theoretic analysis of anti-jamming communications in cognitive radio networks," in Proc. IEEE Global Commun.
Conf. (GLOBECOM'14), Dec. 2014.
20.Liang Xiao;Jinliang Liu;Qiangda Li;H. Vincent Poor, "Secure mobile crowdsensing game," in Proc. IEEE Int’l Conf. on Commun., (ICC), London, June 2015.
21. Jiniiang Liu;Liang Xiao;Yan Li;Lianfen Huang, "User-centric analysis on jamming game with action detection error," in Proc. Int’l Conf. on Game
Theory for Networks, Beijing, China, Dec. 2014.
22. Yan Li;Liang Xiao;Jinliang Liu;Yuliang Tang, "Power control stackelberg game in cooperative anti-jamming
communications," in Proc. Int’l Conf. on Game Theory for Networks,
Beijing, China, Dec. 2014.
23. Tianhua Chen;Jinliang Liu;Liang Xiao;Lianfen Huang, "Anti-jamming transmissions with learning in heterogenous cognitive radio networks," in Proc. IEEE Wireless Communications and Networking
Conference, So-HetNets Workshop, New Orleans, LA,
Mar. 2015.
24. Guolong Liu;Jinliang Liu;Yan Li;Liang Xiao;Yuliang Tang, "Jamming detection of smartphones for WiFi signals," in Proc. IEEE Vehicular Technology Conf, Glasgow, Scotland, May 2015.
25. Guiquan Chen;Yan Li;Liang Xiao;Lianfen Huang, "Collaborative anti-jamming broadcast with uncoordinated frequency hopping over USRP," in
Proc. IEEE Vehicular Technology Conf., Glasgow, Scotland, May 2015.
26. Yanda Li;Jinliang Liu;Qiangda Li;Liang Xiao, "Mobile cloud offloading for malware detections with learning," in Proc. IEEE International Conference on
Computer Communications (INFOCOM), -BigSecurity, Hongkong, April 2015.
27. Yan Li;Liang Xiao;Qiangda Li;Wei Su, "
Spoofing detection games in underwater sensor network," in Proc. Oceans Conference of the MTS & IEEE, Washington, DC, Oct. 2015.
28. Yan Li;Liang Xiao;Qiangda Li;Wei Su, "Spoofing detection with reinforcement learning in wireless networks," in Proc. IEEE Global
Communications Conference, San Diego, CA, Dec. 2015.
29. Liang Xiao;Qiangda Li;Tianhua Chen;En Cheng;Huaiyu Dai, "Jamming games in underwater sensor networks with reinforcement learning," in Proc. IEEE
Global Communications Conference, San Diego, CA, Dec. 2015.
30. Liang Xiao;Tianhua Chen;Caixia Xie;Huaiyu Dai;H. Vincent Poor,
"Mobile crowdsensing game in vehicular networks," in Proc. IEEE Region 10 Conference (TENCON), invited talk, Nov.
2015.
31. Liang Xiao;Caixia Xie;Tianhua Chen;Huaiyu Dai;H. Vincent Poor, "Mobile offloading game against smart attacks," in Proc. IEEE International Conference on Computer Communications (INFOCOM WKSHPS), -BigSecurity, San Francisco, CA, April 2016. (Best paper award)
32. Dongjin Xu;Yanda Li;Liang Xiao;Narayan B. Mandayam;H. Vincent Poor, "Prospect theoretic study of cloud storage defense against advanced persistent threats," in Proc. IEEE Global Commun. Conf. (GLOBECOM), Washington, DC, Dec. 2016.
33. Liang Xiao;Tianhua Chen;Guoan Han;Weihua Zhuang;Limin Sun, "Channel-based authentication game in MIMO systems," in Proc. IEEE Global Commun. Conf. (GLOBECOM), Washington, DC, Dec. 2016.
34. Caixia Xie;Liang Xiao, "User-centric view of smart attacks in wireless networks," in Proc. IEEE International Conference on Ubiquitous Wireless Broadband (ICUWB), invited talk, Nanjing, China, Oct.2016.
35. Guoan Han;Liang Xiao;H. Vincent Poor, "Two-dimensional anti-jamming communication based on deep reinforcement learning," in Proc. IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), New Orleans, LA, Mar. 2017.
36. Yanda Li;Liang Xiao;Huaiyu Dai;H. Vincent Poor, "Game theoretic study of protecting MIMO transmission against smart attacks," in Proc. IEEE International Conference on Communications (ICC), Paris, May 2017. (Best paper award)
37. Xiaoyue Wan;Liang Xiao;Qiangda Li;Zhu Han, "PHY-layer authentication with multiple landmarks with reduced communication overhead," in Proc. IEEE International Conference on Communications (ICC), Paris, May 2017.
38. Minghui Min;Liang Xiao;Caixia Xie;Mohammad Hajimirsadeghi;Narayan B. Mandayam, "Defense against advanced persistent threats: A colonel blotto game approach," in Proc. IEEE International Conference on Communications (ICC), Paris, May 2017.
39. Dongjin Xu;Liang Xiao;Narayan B. Mandayam;H. Vincent Poor, "Cumulative prospect theoretic study of a cloud storage defense game against advanced persistent threats," in Proc. IEEE International Conference on Computer Communications (INFOCOM WKSHPS), -BigSecurity, Atlanta, GA, May 2017.
40. Qing Hu;Shichao Lv;Zhiqiang Shi;Limin Sun;Liang Xiao, " Defense against advanced persistent threats with expert system for Internet of things, " in Proc. IEEE/IFIP International Conference on Wireless Algorithms, Systems, and Application, Gui Lin, China, June 2017.
41. Youyang Qu;Shui Yu;Longxiang Gao;Sancheng Peng;Yong Xiang;Liang Xiao, " FuzzyDP: Fuzzy-based big data publishing against inquiry attacks, " in Proc. IEEE Conference on Computer Communication Workshops (INFOCOM WKSHPS), - MobiSec, Atlanta, GA, May 2017.
42.Xingyu Xiao;Canhuang Dai;Yanda Li;Changhua Zhou;Liang Xiao, "Energy trading game for microgrids using reinforcement learning," in Proc. EAI International Conference on Game Theory for Network, invited talk, Knoxville, Tennessee, May 2017. (Best paper award)
Code.
43. Xiaoyue Wan;Geyi Sheng;Yanda Li;Liang Xiao;Xiaojiang Du, "Reinforcement learning based mobile offloading for cloud-based malware detection," in Proc. IEEE Global Commun. Conf. (GLOBECOM), Singapore, Dec. 2017.
PPT.
44. Xiaozhen Lu;Dongjin Xu;Liang Xiao;Lei Wang;Weihua Zhuang, "Anti-jamming communication game for UAV-aided VANETs," in Proc. IEEE Global Commun. Conf. (GLOBECOM), Singapore, Dec. 2017.
45. Shichao Lv;Liang Xiao;Qing Hu;Xiaoshan Wang;Changzhen Hu;Limin Sun, "Anti-jamming power control game in unmanned aerial vehicle networks," in Proc. IEEE Global Commun. Conf. (GLOBECOM), Singapore, Dec. 2017.
46. Canhuang Dai;Dongjin Xu;Liang Xiao;Mugen Peng;Limin Sun, "Collaborative UFH-based anti-jamming broadcast with learning," in Proc. IEEE/CIC International Conference on Communications in China, Qingdao, China, Oct. 2017.
47. Dongjin Xu;Liang Xiao;Limin Sun;Min Lei, "Game theoretic study on blockchain based secure edge networks," in Proc. IEEE/CIC International Conference on Communications in China, Qingdao, China, Oct. 2017.
48. Chengwei Zhang;Xiaojun Hei;Yexian Fan;Liang Xiao, "Dissecting campus WiFi connections in an empirical view," in Proc. International Conference on Computational Intelligence Theory, Systems and Applications (CCITSA), Taiwan, Dec. 2017. (Excellent paper)
49. Xiaozhen Lu;Xiaoyue Wan;Liang Xiao;Yuliang Tang;Weihua Zhuang, "Learning-based rogue edge detection in VANETs with ambient radio signals," in Proc. IEEE International Conference on Communications (ICC), Kansas City, MO, May 2018.
50. Minghui Min;Liang Xiao;Dongjin Xu;Lianfen Huang;Mugen Peng, "Learning-based defense against malicious unmanned aerial vehicles,"in Proc. IEEE Vehicular Technology Conference (VTC Spring), Porto, Portugal, June 2018.
51. Ye Chen;Yanda Li;Dongjin Xu;Liang Xiao, "DQN-based power control for IoT transmission against jamming," in Proc. IEEE Vehicular Technology Conference (VTC Spring), Porto, Portugal, June 2018.
52. Canhuang Dai;Xingyu Xiao;Liang Xiao;Peng Cheng;Sicong Liu;Li-Chun Wang;H. Vincent Poor, "Reinforcement learning based power control for VANET broadcast against jamming," in Proc. IEEE Global Commun. Conf. (GLOBECOM), Abu Dhabi, UAE, Dec. 2018.
53. Hailu Zhang;Minghui Min;Liang Xiao;Sicong Liu;Peng Cheng;Mugen Peng, "Reinforcement learning-based interference control for ultra-dense small cells," in Proc. IEEE Global Commun. Conf. (GLOBECOM), Abu Dhabi, UAE, Dec. 2018.
54. Zhongcheng Xiao;Bin Gao;Sicong Liu;Liang Xiao, "Learning based power control for mmWave massive MIMO against jamming," in Proc. IEEE Global Commun. Conf. (GLOBECOM), Abu Dhabi, UAE, Dec. 2018.
55. Canhuang Dai;Xingyu Xiao;Yuzhen Ding;Liang Xiao;Yuliang Tang;Sheng Zhou, "Learning based security for VANET with blockchain," in Proc. IEEE International Conf. Commun. Systems, Chengdu, China, Dec. 2018.
56. Su Liu;Ye Chen;Hui Huang;Liang Xiao;Xiaojun Hei, "Towards smart educational recommendations with reinforcement learning in classroom," in Proc. IEEE International Conference on Teaching, Assessment and Learning for Engineering (TALE2018), Wollongong, Australia, Dec. 2018.
57. Weihang Wang;Minghui Min;Liang Xiao;Ye Chen;Huaiyu Dai, "Protecting semantic trajectory privacy for VANET with reinforcement learning," in Proc. IEEE International Conference on Communications (ICC), Shanghai, China, May 2019.
58. Tangwei Xu;Xiaozhen Lu;Liang Xiao;Yuliang Tang;Huaiyu Dai, "Voltage based authentication for controller area networks with reinforcement learning," in Proc. IEEE International Conference on Communications (ICC), Shanghai, China, May 2019.
59. Canhuang Dai;Liang Xiao;Xiaoyue Wan;Ye Chen, "Reinforcement learning with safe exploration for network security," in Proc. IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Brighton, UK, May 2019.
60. Zihan Lin;Xiaozhen Lu;Canhuang Dai;Geyi Sheng;Liang Xiao, "Reinforcement learning based UAV trajectory and power control against jamming," in Proc. International Conference on Machine Learning for Cyber Security (ML4CS), Xi'an, China, Sept. 2019.
61. Yuzhen Ding;Donghua Jiang;Jinhao Huang;Liang Xiao;Sicong Liu;Yuliang Tang;Huaiyu Dai, "QoE-aware power control for UAV-aided media transmission with reinforcement learning," in Proc. IEEE Global Commun. Conf. (GLOBECOM), Waikoloa, HI, Dec. 2019.
62. Yilin Xiao;Liang Xiao;Hailu Zhang;Shui Yu;H. Vincent Poor, "Privacy aware recommendation: Reinforcement learning based user profile perturbation," in Proc. IEEE Global Commun. Conf. (GLOBECOM), Waikoloa, HI, Dec. 2019.
63. Weihang Wang;Xiaozhen Lu;Sicong Liu;Liang Xiao;Bo Yang, "Energy efficient relay in UAV networks against jamming: A reinforcement learning based approach," in Proc. IEEE Vehicular Technology Conference (VTC WKSHPS), -High Mobility Wireless Communications (HMWC), Antwerp, Belgium, May 2020.
64. Kexin Liu;Xiaozhen Lu;Liang Xiao;Li Xu, "Learning based energy efficient radar power control against deceptive jamming," in Proc. IEEE Global Commun. Conf. (GLOBECOM), Taipei, Taiwan, China, Dec. 2020.
65. Jingfang Jie;Xiaozhen Lu;Tangwei Xu;Liang Xiao;Yanyong Zhang, "Robot relay for UAV communications against jamming: A reinforcement learning approach," in Proc. China Conference on Internet of Things (Wireless Sensor Network), Dunhuang, China, Sept. 2020.
66. Pei-Gen Ye;Yuan-Gen Wang;Jin Li;Liang Xiao;Guopu Zhu, "(τ, ϵ)-greedy reinforcement learning for anti-jamming wireless communications," in Proc. IEEE Global Commun. Conf. (GLOBECOM), Taipei, Taiwan, China, Dec. 2020.
67. Xudong You;Zefang Lv;Yuzhen Ding;Wei Su;Liang Xiao, "Reinforcement learning based energy efficient underwater localization," in Proc. International Conf. Wireless Comm. and Signal Process. (WCSP), Nanjing, China, Oct. 2020.
68. Baifeng Ning;Liang Xiao, "Defense against advanced persistent threats in smart grids: A reinforcement learning approach," in Proc. Chinese Control Conf. (CCC), Shanghai, China, Jul. 2021.
69. Weifeng Luo;Liang Xiao, "Reinforcement learning based vulnerability analysis of data injection attacks for smart grids," in Proc. Chinese Control Conf. (CCC), Shanghai, China, Jul. 2021.
70. Baifeng Ning;Liang Xiao, "Reinforcement learning based fast worm detection for smart grids," in Proc. Chinese Control Conf. (CCC), Shanghai, China, Jul. 2021.
71. Siyuan Hong;Xiaozhen Lu;Liang Xiao;Guohang Niu;Helin Yang, "Reinforcement learning based sensor encryption and power control for low-latency WBANs," in Proc. International Conf. Wireless Algorithms, Systems and Applications (WASA), Nanjing, China, Jun. 2021.
72. Zihan Lin;Pengmin Li;Yilin Xiao;Liang Xiao;Fucai Luo, "Learning based efficient federated learning for object detection in MEC against jamming," in Proc. IEEE/CIC International Conference on Communications in China (ICCC), Xiamen, China, Jul. 2021.
73. Xiaoyue Wan;Pengmin Li;Yuhuan Wang;Wei Wei;Liang Xiao "Reinforcement learning based accurate detection of malicious URLs with multi-feature analysis," in Proc. IEEE/CIC International Conference on Communications in China (ICCC), Xiamen, China, Jul. 2021.
74. Jianhua Yang;Beiling Lu;Liang Xiao;Xiangui Kang;Yun-Qing Shi, "Reinforcement learning aided network architecture generation for JPEG image steganalysis," in Proc. ACM Workshop on Information Hiding and Multimedia Security (IH&MMSec), New York, USA, Jun. 2020.
75. Hongyan Li;Shi Yu;Xiaozhen Lu;Liang Xiao;Li–Chun Wang, "Drone-aided network coding for secure communications: A reinforcement learning approach," in Proc. IEEE Global Commun. Conf. (GLOBECOM), Madrid, Spain, Dec. 2021.
76. Kexin Liu;Pengmin Li;Chuhuan Liu;Liang Xiao;Luliang Jia, "UAV-aided anti-Jamming maritime communications: A deep reinforcement learning approach," in Proc. International Conf. Wireless Comm. and Signal Process. (WCSP), Changsha, China, Oct. 2021.
77. Helin Yang;Kwok-Yan Lam;Jiangtian Nie;Jun Zhao;Sahil Garg;Liang Xiao;Zehui Xiong;Mohsen Guizani, "3D Beamforming Based on Deep Learning for Secure Communication in 5G and Beyond Wireless Networks," in Proc. IEEE Global Commun. Conf. (GLOBECOM), Workshop - SEC, Madrid, Spain, Dec. 2021. (Best paper award)
78. Yilin Xiao;Kunpeng Wan;Liang Xiao;and Helin Yang;“Energy-efficient collaborative inference in MEC: A multi-agent reinforcement learning based approach,” in Proc. IEEE International Conference on Big Data Computing and Communications (BIGCOM), pp. 1–6, Xiamen, China, Aug. 2022.
79. Pengmin Li;Shi Yu;Liang Xiao, "Smart Grid Worm Detection Based on Deep Reinforcement Learning," in Proc. IEEE/CIC International Conference on Communications in China (ICCC), Foshan, China, Aug. 2022.
80. Minghui Min;Shuang Yang;Shiyin Li;Hongliang Zhang;Liang Xiao;Miao Pan;Zhu Han, "Safe Reinforcement Learning-based Indoor 3D Location Privacy Protection," in Proc. IEEE/CIC International Conference on Communications in China (ICCC), Foshan, China, Aug. 2022.
81. Shiyu Xu;Shi Yu;Liang Xiao;Zefang Lv, "Reinforcement Learning Based Vulnerability Analysis for Smart Grids Against Data Injection Attacks," in Proc. International Conf. Wireless Algorithms, Systems and Applications (WASA), Dalian, China, Aug. 2022.
82. Zhiping Lin;Xiaohao Yan;Liang Xiao;Shi Yan;Yuliang Tang;Jun Liu, "Environment-Aware Reinforcement Learning Based VANET Communications against Jamming and Interference", in Proc. IEEE Global Commun. Conf. (GLOBECOM), Rio de Janeiro, Brazil, Dec. 2022.
83. Xiaolin Fan;Caidan Zhao;Liang Xiao;Xiangyu Huang, "Random Railings Enhancement For RFF Imbalanced Data Augmentation”, in Proc. IEEE Wireless Communications and Networking Conference (WCNC), Glasgow, Scotland, Mar. 2023.
84. Zefang Lv;Guohang Niu;Liang Xiao;Chengwen Xing;Wenyuan Xu, "Reinforcement Learning based UAV Swarm Communications Against Jamming", in Proc. IEEE International Conference on Communications (ICC), Rome, Italy, May. 2023.
85. Xiaolin Fan;Caidan Zhao;Liang Xiao;Yang Lei, "Redistillation of Radio Frequency Knowledge for RFF Imbalanced Sample Recognition ", in Proc. IEEE Conference on Systems, Man, and Cybernetics (SMC), Maui, Hawaii, Oct. 2023.
86. Chuhuan Liu;Yifan Chen;Liang Xiao;Helin Yang;Wei Su;Xudong You, "Reinforcement Learning Based AUV Localization in Underwater Acoustic Sensor Networks", in Proc. IEEE/CIC International Conference on Communications in China (ICCC), Dalian, China, Aug. 2023.
87.Zhibo Liu;Xiaozhen Lu;Yuhan Chen;Yilin Xiao;Liang Xiao;Yanling Bu, "Deep Reinforcement Learning for Network Security Applications with A Safety Guide", in Proc. IEEE/CIC International Conference on Communications in China (ICCC), Dalian, China, Aug. 2023.
88. Yu Liu;Chuxuan Wang;Yilin Xiao;Zefang Lv;Liang Xiao;Xiangyang Ji, "Collaborative Inference for MEC Services Based on Multimodal Deep Neural Network", in Proc. IEEE/CIC International Conference on Communications in China (ICCC), Dalian, China, Aug. 2023.
89. Zefang Lv;Yifan Chen;Liang Xiao;Helin Yang;Xiangyang Ji, "Multi-Agent Reinforcement Learning for Wireless Networks Against Adversarial Communications", in Proc. IEEE Global Commun. Conf. (GLOBECOM), Kuala Lumpur, Malaysia, Dec. 2023.
90. Zefang Lv;Yousong Du;Yifan Chen;Liang Xiao;Shuai Han;Xiangyang Ji, "Efficient Communications for Multi-Agent Reinforcement Learning in Wireless Networks", in Proc. IEEE Global Commun. Conf. (GLOBECOM), Kuala Lumpur, Malaysia, Dec. 2023.
91. Xuchen Qi;Jieling Li;Zefang Lv;Liang Xiao, "Reinforcement Learning based Energy-Effificient Routing with Latency Constraints for FANETs", in Proc. IEEE Global Commun. Conf. (GLOBECOM), Kuala Lumpur, Malaysia, Dec. 2023.
92. Ziling Shao;Helin Yang;Liang Xiao;Wei Su;and Zehui Xiong, "Deep reinforcement learning-based resource management for UAV-assisted mobile edge computing against jamming", in Proc. IEEE Global Communications Conference (GLOBECOM), Kuala Lumpur, Malaysia, December 2023.
93. Can Wang;Helin Yang;Liang Xiao;Huabing Lu;and Zehui Xiong, "Joint Trajectory Optimization and Power Control for Cognitive UAV-Assisted Secure Communications", in Proc. IEEE Global Communications Conference (GLOBECOM), Kuala Lumpur, Malaysia, December 2023.
94. Jingchen Xu;Yifan Chen;Zhiping Lin;Yousong Du;Helin Yang;Liang Xiao, "Reliable Communications for Hypersonic Vehicles: A Reinforcement Learning Approach", in Proc. IEEE Global Communications Conference (GLOBECOM), Kuala Lumpur, Malaysia, Dec. 2023.
95.Kunze Li;Yuxiao Ren;Zhiping Lin;Liang Xiao, ”Reinforcement Learning Based Friendly Jamming for Digital Twins Against Active Eavesdropping", in Proc. International Conference on Mobility, Sensing and Networking (MSN), Nanjing, China, Dec. 2023.
96.Shiyu Sun; Shun Chen; Shaoxuan Li; Zefang Lv; Liang Xiao; Wei Su, "Reinforcement Learning Based QoS-Aware Anti-jamming Underwater Video Transmission", in Proc. IEEE Wireless Communications and Networking Conference (WCNC), Dubai, UAE, Apr. 2024.
97.Yuhan Chen; Zhibo Liu; Xiaozhen Lu; Liang Xiao, "Risk-aware reinforcement learning based federated learning framework for IoV”, in Proc. IEEE Wireless Communications and Networking Conference (WCNC), Dubai, UAE, Apr. 2024.
98.Yiwen Zhan; Jinming Zhang; Zhiping Lin; Liang Xiao, "Energy-Efficient Anti-Jamming Metaverse Resource Allocation Based on Reinforcement Learning”, in Proc. IEEE Wireless Communications and Networking Conference (WCNC), Dubai, UAE, Apr. 2024.
99.Chen Wang;Yifan Chen;Zhiping Lin;Qiaoxin Chen;Liang Xiao, "Reinforcement Learning Based Jamming Detection for Reliable Wireless Communications," in Proc. IEEE Vehicular Technology Conference (VTC Spring), Singapore, June 2024.
100.Siyao Li;Chuhuan Liu;Yifan Chen;Liang Xiao;Helin Yang, "Reinforcement Learning Based Interference Coordination for Port Communications," in Proc. IEEE Vehicular Technology Conference (VTC Spring), Singapore, June 2024.
101.Xiangda Lin; Helin Yang;, Kailong Lin;Liang Xiao; Zhaoyuan Shi; Wanting Yang; Zehui Xiong，"Energy-Efficient Resource Management for Multi-UAV NOMA Networks Based on Deep Reinforcement Learning", Accepted by IEEE 99th Vehicular Technology Conference, 2024.
102.Shihao Chen;Helin Yang;Liang Xiao; Changyuan Xu; Xianzhong Xie;Wanting Yang;Zehui Xiong, "Intelligent Energy-Efficient and Fair Resource Scheduling for UAV-Assisted Space-Air-Ground Integrated Networks Under Jamming Attacks", Accepted by IEEE 99th Vehicular Technology Conference, 2024.
103. Lixin Liu; Zhibo Liu; Xiaozhen Lu; Yanling Bu; Bin Han; Liang Xiao, "Reinforcement Learning-based secure video transmission for IoV systems", Accepted by IEEE International Conference on Image Processing (ICIP), 2024.
104.Liqing Ye; Jinming Zhang; Haoyu Chen; Zhiping Lin; Jieling Li, Zefang Lv; Liang Xiao, "Learning-Based Edge-Assisted UAV Object Detection Against Jamming for Extended Reality," in Proc. IEEE/CIC International Conference on Communications in China (ICCC), Hangzhou, China, Aug. 2024.
105.Zepeng Meng; Caidan Zhao; Liang Xiao; Xiaolin Fan, "Domain Adaptive Open-set Recognition Algorithm Based on Data Augmentation," in Proc. IEEE/CIC International Conference on Communications in China (ICCC), Hangzhou, China, Aug. 2024.
106.Hongyi Chen;Zhiping Lin;Yunjun Zhu;Jieling Li;Liang Xiao;Yuliang Tang;Yanyong Zhang, "Reinforcement Learning Based Collaborative Perception for Vehicular Networks", in Proc. IEEE Global Communications Conference (GLOBECOM), Cape Town, South Africa, Dec. 2024.
107.Shuohua Wang; Huanhuan Liu; Zefang Lv; Jieling Li; Liang Xiao, "Reinforcement Learning Based Energy-Efficient Anti-Jamming NB-IoT Communications", in Proc. IEEE Global Communications Conference (GLOBECOM), Cape Town, South Africa, Dec. 2024.
108.Yihui Chen;Helin Yang;Changyuan Xu;Ziling Shao;Liang Xiao;Yifu Jiang;Zehui Xiong,“Joint Channel Selection and Power Control for Multi-UAV-Enabled Anti-Jamming Communications Based on Game Guided Reinforcement Learning”, in Proc. IEEE Global Communications Conference (GLOBECOM)，Cape Town, South Africa，Dec. 2024.
109.Qiwen Wang; Chen Lin; Wel Su; Liang Xiao; Xiangxiang Zeng,“Compound-Protein interaction Prediction with Sparse Perturbation-Aware Attenton”,International Conference on Intelligent Computing,2024(pp. 72-83).
110.Chuxuan Wang; Jieling Li; Liqing Ye; Yu Liu; Liang Xiao, "Reinforcement Learning Based Edge-Assisted Inference for Maritime UAV Networks", IEEE International Symposium on Parallel and Distributed Processing with Applications (ISPA), Kaifeng, China, Oct. 2024.
111.Kai Lin; Caidan Zhao; Jingqian Chen; Liang Xiao. " RF Distillation Diffusion Model: An Efficient RFF Data Augmentation Method," in Proc. IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), India, Mar. 2025.
112.Kai Guo; Yilin Xiao; Xiaozhen Lu; Liang Xiao. "Learning-Based Low-Latency Collaborative Inference for Multi-Branch Models in D2D-Assisted MEC," in Proc. IEEE Wireless Communications and Networking Conference (WCNC), Milan, Italy, Mar. 2025.
113.Jieling Li; Chuxuan Wang; Liang Xiao; Zefang Lv; Pengli Zhang; Helin Yang, "Reinforcement Learning Based Anti-Jamming FANET Routing with QoS Guarantee", in Proc. IEEE International Conference on Communications (ICC), Montreal, Canada, Jun. 2025.
114.Qiaoxin Chen; Pengcheng Wang; Liang Xiao; Jieling Li; Yuxiao Ren; Zefang Lv; Hongbin Jin. "Reinforcement Learning Based UAV Swarm Enabled 3-D Multimodal Jamming Detection," in Proc. IEEE International Conference on Communications(ICC), Montreal, Canada, Jun. 2025.
115.Zhifeng Zheng; Haoyu Chen; Liang Xiao; Zhiping Lin; Jieling Li, Xiaoyu Xu; Hongbin Jin, "Joint RSS/AOA-Based Energy-Efficient 3-D Radio Localization with UAV," in Proc. IEEE/CIC International Conference on Communications in China (ICCC), Shanghai, China, Aug. 2025.
Invited Talks:
1.
"Channel-Based Spoofing Detection in Wireless Networks," UESTC’ 08
(Chengdu, China), Xiamen U.’ 08 (Xiamen, China), Bell Lab’ 09, InterDigital’ 09, BUPT’09 (Beijing, China).
2.
"Jamming-Resistant Collaborative Broadcast In Wireless Networks,"
City U. of HK‘11 (Hongkong), UMD’11, UIC’2011, and Northwestern’
11.
3. "Indirect Reciprocity
Security Game for Large-Scale Mobile Wireless Networks," National Chiao Tung Univ. (Taiwan)'12, Stevens' 12, Rutgers'12.
4. "User-centric game
theoretic study on network security," Annual Chinese conference on communication
theory and signal processing'14, XJTU'14, XIDIAN'14, ZJU'15.
5.
"智能数据时代的网络安全研究,"
CCF广州论坛: 从"大数据"到"智能数据" , 2016.11.23, 广州.
6.
"Mobile Offloading for Cloud-based Malware Detections with Learning,"
第六届 " 山海论坛 "-大数据与高性能计算, 2016.11.23, 广州.
7.
"基于强化学习算法的网络安全技术研究," 广州大学计算机与网络安全前沿论坛, 2017.06.06, 广州.
8.
"针对主观攻击者的高级持续安全威胁博弈模型研究," 中国计算机大会, 2017.10.27, 福州.
9.
"UAV Relay in VANETs Against Smart Jamming with Reinforcement Learning," DEPARTMENT OF ELECTRICAL AND COMPUTER ENGINEERING, UNIVERSITY OF MACAU, 2017.11.30.
10.
"基于强化学习的水下抗干扰技术研究," 2017年度海洋信息技术研讨会, 2017.12.22, 广州.
11.
"基于深入强化学习的群智感知抗虚假感知机制," 2018年全国深度学习技术应用大会, 2018.4.21, 厦门.
12.
"基于深入强化学习的移动群智感知机制," 第二届网络空间安全喻园青年科学家论坛, 2018.5.5, 武汉.
13.
"Game-theoretic Methods for Modeling and Defending against Advanced Persistent Threats in Wireless Systems," The 16th International Symposium on Modeling and Optimization in Mobile, Ad Hoc and Wireless Networks (WiOpt 2018), Tutorial, 2018.5.7, Shanghai, China.
14.
"Reinforcement Learning based Privacy Protection for IoT," Harbin 2022.12.16, Chengdu 2022.12.20, (Victoria 2022.12.20, Macau 2023.1.4).
专利:
1. Liang Xiao*, Chunxuan Ye, Suhas Mathur, Yogendra C Shah,
Alexander Reznik, "Authentication for secure
wireless communication, " 美国专利：PCTUS0957477，2014.6.19，已授权.
2. 肖亮*、颜蜜、杜亮、黄联芬. "一种基于联合干扰的防御认知无线电自私攻击方法[P]. " 中国专利：ZL201210065341.8，20140702已授权.
3. 肖亮*、康姗、颜蜜. "基于传感器的认知无线网络对多种类型攻击的检测方法[P]. " 中国专利：ZL201210064414.1，20140702已授权.
4. 肖亮*、李强达、陈桂权、黄联芬、唐余亮. "一种检测和识别考场内开机手机的方法[P]. " 中国专利：ZL201410369094.X，20160217已授权.
5. 肖亮*、李炎达、刘金亮、李燕. "一种基于移动群智感知的路况信息汇集方法[P]. " 中国专利：ZL201510127406.0，20160928已授权.（20210427已转让）
6. 肖亮*、刘国隆、李燕. "一种基于强化学习的无线信道指纹方法[P]. " 中国专利：ZL201510219184.5，20180410已授权.（20210511已转让）
7. 肖亮*、谢彩霞、陈天花、李炎达. "一种车载网络的移动群智感知方法[P]. " 中国专利：ZL201510504069.2，20180410已授权.
8. 肖亮*、陈天花、徐亦舒、李燕、陈桂权. "一种移动终端的计算任务的云端转移方法[P]. " 中国专利：ZL201510219984.7，20180821已授权.
9. 肖亮*、许冬瑾、范业仙、谢彩霞. "一种云存储系统的持续性攻击的检测方法[P]. " 中国专利：ZL201710018243.1，20190507已授权.（20210511已转让）
10. 肖亮*、李强达、万晓玥、唐余亮. "一种基于多监督节点和信道信息的无线认证方法[P]. " 中国专利：ZL 201710181834.0，20190614已授权.（20210422已转让）
11. 肖亮*、闵明慧、陈烨、许冬瑾、唐余亮. "基于强化学习的检测高级持续威胁的资源调度方法[P]. " 中国专利：ZL201710684939.8，20191217已授权.
12. 肖亮*、周长华、陈桂权、刘金亮. "基于多用户强化学习的认知无线网络抗敌意干扰方法[P]. " 中国专利：ZL201510355173.X，20191217已授权.
13. 肖亮*、盛葛怡、万晓玥、唐余亮. "一种基于强化学习的多途径保密信息通信方法[P]. " 中国专利：ZL201810663625.4，20200731已授权.（20240402已转让）
14. 唐余亮*、林志平、肖亮. "车联网中多信道MAC层数据自适应传输方法、介质及系统[P]. " 中国专利：ZL201910036054.6，20200710已授权.
15. 肖亮*、刘楚环、肖奕霖、徐堂炜. "基于强化学习的面向快速加解密的车联网密钥管理方法[P]. " 中国专利：ZL202011107886.1，20210716已授权.（20241012已转让）
16. 肖亮*、林海彬、肖奕霖、林紫涵. "一种基于强化学习的无线视频低时延抗干扰传输方法[P]. " 中国专利：ZL202011107882.3，20210803已授权. （20241125已转让）
17. 肖亮*、戴灿煌、许冬瑾、江东华、唐余亮. "基于深度强化学习的移动终端软件自适应优化调度方法[P]. " 中国专利：ZL201810811580.0，20210831已授权.（20241012已转让）
18. 肖亮*、洪思愿、卢晓珍、肖奕霖. "一种可穿戴设备数据安全传输智能调度方法[P]. " 中国专利：ZL202011107880.4，20220308已授权.（20250624已转让）
19. 肖亮*、许诗雨、洪思愿、林紫涵、冯玮. "一种基于联邦强化学习的边缘计算模型训练方法[P]. " 中国专利：ZL202110620727.X，20220315已授权.
20. 肖亮*、林志平、颜晓豪、唐余亮、杨和林、邱际光. "一种基于强化学习的地图辅助车联网抗干扰通信方法[P]. " 中国专利：ZL202210479398.6，20230418已授权.
21. 肖亮*、牛国航、吕泽芳、肖奕霖、杨和林. "一种面向无线通信安全的安全探索强化学习方法[P]. " 中国专利：ZL202211007434.5，20240503已授权.
22. 肖亮*、万鲲鹏、王晨、吕泽芳、张翼. "一种面向高质量视频传输的无人机群智能抗干扰传输方法[P]. " 中国专利：ZL202310718810.X，20240802已授权.
23. 肖亮*、李杰铃、齐旭晨、吕泽芳. "一种面向任务协同的无人机低能耗快速路由方法[P]. " 中国专利：CN116528313A，已公开.
24. 肖亮*、张津铭、吕泽芳、万鲲鹏、杨和林. "面向快速目标检测的无人机视频抗干扰传输方法[P]. " 中国专利：CN116827412，已公开.
25. 肖亮*、王楚璇、刘钰、吕泽芳. "一种面向多模态深度学习模型的快速协同推断方法[P]. " 中国专利：CN116911362A，已公开.
26. 肖亮*、陈宏毅、林志平. "面向高精度目标检测的车辆协同感知数据抗干扰传输方法[P]. " 中国专利：CN116528185A，已公开.
27. 杨和林*、刘帅、肖亮、林志平、张翼. "一种基于强化学习的无人机边缘计算抗干扰通信方法[P]. " 中国专利：CN116017308A，已公开.
28. 杨和林*、王灿、肖亮. "基于协作干扰与飞行位置联合优化的无人机空地通信方法[P]. " 中国专利：CN116405870A，已公开.
29. 张翼*、谢雅晶、吴敏、肖亮. "一种智能超表面辅助的无人机抗干扰定位方法[P]. " 中国专利：CN116887178A，已公开.
软件著作权:
1. " 抗敌意干扰的无线认知网络非协调跳频广播系统. " 软件著作权: 2013SR153783, 2013.12.23.
2. " 基于RSS的无线信道指纹采集与实时识别系统. " 软件著作权: 2012SR110529, 2012.11.19.
3. " 认知无线电网络中基于间接互惠的安全系统
. "
软件著作权
: 2013SR153776, 2013.04.16.
4. " 基于跨层设计的USRP无线指纹识别系统. " 软件著作权: 2013SR081611, 2013.12.23.
5. " 安卓手机的敌意干扰检测软件. " 软件著作权: 2014SR168163, 2014.7.6.
6. " 抗敌意干扰的节点协作跳频广播系统. " 软件著作权: 2014SR077739, 2014.2.25.
7. " 基于强化学习的认知无线网络的抗敌意干扰系统. " 软件著作权: 2015SR148443, 2015.7.31.
8. " 基于环境指纹的安卓手机认证系统. " 软件著作权: 2016SR108135, 2016.5.17.
9. " 基于强化学习的高效节能无线抗干扰系统. " 软件著作权: 2021SR0744875, 2021.5.24.
10. " 基于轻量级机器学习的设备终端安全接入认证系统. " 软件著作权: 2025SR0884436, 2025.5.28.
