部门：暨南大学信息科学技术学院、广东智慧教育研究院

  职称：副教授

  学位：博士学位

  毕业院校：中山大学

  电子邮箱：t_xiujie@jnu.edu.cn

  研究方向：人工智能在车联网和智慧教育场景下的应用

黄秀姐，女，暨南大学信息科学技术学院副教授、硕士生导师。长期以来一直从事信息论、信息安全、人工智能等方面的应用基础研究，近年主要致力于人工智能在车联网和智慧教育场景下的应用研究。取得的成果主要发表在IEEE JSAC、IEEE T-ITS、IEEE TIT（信息论领域顶刊）、IEEE TCOM、 IEEE TVT、IEEE J-IOT等权威国际期刊和ACM WWW 2024（CCF-A）、IJCAI（CCF-A）、IEEE ICASSP 2024（CCF-B）、IEEE WCNC 2024、IEEE SMC 2023、IEEE VTC Spring、IEEE ICC、IEEE ISIT（信息论领域顶会）、ISTC等权威国际会议上，共发表论文40余篇，其中SCI收录18篇、EI收录35篇、ISTP收录15篇；获美国发明专利授权1项，获授权中国发明专利10项。曾获EEIS 2024和IARIA ICN 2013国际会议最佳论文奖；曾获广东省计算机学会科学进步奖三等奖、广东省人工智能产业协会科学技术奖二等奖、广东省网络安全行业科学技术奖特等奖等学会和行业科研奖励5项。曾主持国家自然科学基金青年项目、广东省自然科学基金项目、广州市科技计划项目、江西省军民融合研究院“北斗+”项目子课题等8项科研项目，还作为核心成员参与多项省部级以上重点实验室建设和科研项目。于2014年入选广东省高校“千百十人才培养工程”第八批校级培养对象人选，于2016年入选“暨南双百英才计划”暨南杰青第二层次支持计划。

2013年11月至今                             暨南大学                                    副研究员

2026年1月～2027年1月            新加坡科技设计大学                         副高级访问学者

2012年7月～2013年9月              美国夏威夷大学                              博士后

2011年9月～2012年6月              美国夏威夷大学                              访问学者

2006年9月～2012年6月    中山大学              通信与信息系统         工学博士

2008年3月～2009年3月    美国夏威夷大学     电子工程系               国际交流生

2004年9月～2006年6月    中山大学             应用数学专业              理学硕士

部分期刊论文成果：

[J1].Xiujie Huang, Yuhao Chen, Zhiquan Liu, Shancheng Zhao, Zhetao Li, Renzhang Chen, and Quanlong Guan, “Task Offfoading Based on the Fusion of Model- and Data-Driven Intelligence for Vehicular Edge Computing Networks,” IEEE Transactions on Intelligent Transportation Systems, vol. 26, no. 6, pp. 8525-8540, June 2025. (Top期刊, SCI/EI)

[J2].Nuo Xu, Zhiquan Liu, Xuming Han, Quanlong Guan, Heng Sun, Xiujie Huang, and Jiangfeng Ma, “An Efficient and Multi-Dimensional Privacy-Preserving Platoon Communication Scheme in Vehicular Networks,”IEEE Transactions on Intelligent Transportation Systems, vol. 26, no. 5, pp. 6831-6847, May 2025. (Top期刊, SCI/EI)

[J3].Tian Zhang, Cuifeng Du, Yuyu Zhou, Quanlong Guan, Zhiquan Liu, Xiujie Huang (共同通讯作者), Zhiguo Gong, Lianbing Deng, and Yang Li, “Hybrid Transfer and Self-Supervised Learning Approaches in Neural Networks for Intelligent Vehicle Intrusion Detection and Analysis,” IEEE Internet of Things Journal, vol. 12, no. 7, pp.7677-7692, April 2025. (Top期刊, SCI/EI)

[J4].Qizhong Zheng and Xiujie Huang (通讯作者), “FedRecI2C: A Novel Federated Recommendation Framework Integrating Communication and Computation to Accelerate Convergence Under Communication Constraints,” Future Internet, vol. 17, no. 3, 132, pp. 1-22, March 2025. (SCI/EI)

[J5].Tian Zhang, Wenshan Guan, Hao Miao, Quanlong Guan, Zhiquan Liu, Chaonan Wang, Xiujie Huang (共同通讯作者), Liangda Fang, and Zhifei Duan, “VSRQ: Quantitative Assessment Method for Safety Risk of Vehicle Intelligent Connected System,” IEEE Transactions on Vehicular Technology, vol. 74, no. 2, pp. 2635-2651, Feb. 2025. (SCI/EI)

[J6].Quanlong Guan, Jiawei Lei, Chaonan Wang, Guanggang Geng, Yuansheng Zhong, Liangda Fang, Xiujie Huang (通讯作者), and WeiQi Luo, “BI-FERH: Blockchain-IoT Based Framework for Securing Smart Hotel”, Computer Science and Information Systems, vol. 20(4), 2023, pp.1541–1568. (SCI/EI)

[J7].Wenwei Chen, Xiujie Huang (通讯作者), Quanlong Guan, and Shancheng Zhao, “A Multi-Agent Deep Reinforcement Learning-Based Popular Content Distribution Scheme in Vehicular Networks,” Entropy, vol. 25, no. 5, 792, pp. 1-18, May 2023. (SCI)

[J8].Shanchuan Huang, Xiujie Huang (通讯作者), Wenwei Chen, Shancheng Zhao, “Physical layer security of vehicular networks with cooperative jamming helpers,” Physical Communication, Volume 53, 2022. (SCI/EI)

[J9].Shanchuan Huang, Xiujie Huang (通讯作者), Shancheng Zhao, “Secrecy performance evaluation of cooperative vehicular relay networks against location-uncertain eavesdroppers,” Electronics Letter, May 2022. (SCI/EI)

[J10].Yuhao Yang, Xiujie Huang (通讯作者), and Jinyu Hu, “A Batch Authentication Design to Protect Conditional Privacy in Internet of Vehicles,” Security and Communication Networks, vol. 2021, pp. 1-17. (SCI/EI)

[J11].Shancheng Zhao, Jinming Wen, Xiujie Huang (通讯作者), Xiaoming Wang, “Rate-Compatible Codes via Recursive BMST for Content-Sharing in Intelligent Vehicular Network”, IEEE Transactions on Intelligent Transportation Systems, vol. 22, no. 7, July 2021, pp. 3929-3938. (Top期刊，SCI/EI)

[J12].Shancheng Zhao, Xiujie Huang, Xiao Ma, “Structural Analysis of Array-Based Non-Binary LDPC Codes”, IEEE Transactions on Communications, vol. 64, no. 12, pp. 4910-4922, Sept. 2016. (Top期刊，SCI/EI)

[J13].Xiujie Huang, Xiao Ma, Lei Lin and Baoming Bai, “Accessible capacity of secondary users”, IEEE Transactions on Information Theory, vol. 60, no. 8, pp. 4722-4738, Aug. 2014. (信息论领域顶刊，SCI/EI)

[J14].Meysam Asadi, Xiujie Huang (共同第一作者), Aleksandar Kavcic and Narayana Santhanam, “Optimal detector for multilevel NAND flash memory channels with intercell interference”, IEEE Journal on Selected Areas in Communications, vol. 32, no. 5, pp. 825-835, May 2014. (Top期刊，SCI/EI)

[J15].Xiujie Huang, Aleksandar Kavcic and Xiao Ma, “Upper bounds on the capacities of noncontrollable finite-state channels with/without feedback,” IEEE Transactions on  Information Theory, vol. 58,no. 8, pp. 5233-5247, Aug., 2012. (信息论领域顶刊，SCI/EI)

部分会议论文成果：

[C1].Zhuoyan Feng, Xiujie Huang (通讯作者), Quanlong Guan, and Shancheng Zhao, “Against eavesdropping in vehicle-platooning networks: joint power and spectrum optimization based on MADRL with self-attention mechanism”, 2026 IEEE International Symposium on Information Theory (ISIT 2026), 已录用. (信息论领域顶会)

[C2].Liangda Fang, Min Zhan, Jin Tong, Xiujie Huang (第一通讯作者), Ziliang Chen, Quanlong Guan, “Improvements to the Generate-and-Complete Approach to Conformant Planning,” In Proceedings of the 34th International Joint Conference on Artificial Intelligence (IJCAI-2025), Montreal, Canada, August 16-22, 2025, pp. 8500-8509. (CCF A, EI/ISTP)

[C3].Zhuoyang Feng, Xiujie Huang (通讯作者), Lin Cui, Renzhang Chen, and Quanlong Guan, “Against Eavesdropping in Vehicular Networks: Joint Optimization of Power and Spectrum Based on Multi-Agent Reinforcement Learning,” 2025 IEEE Wireless Communications and Networking Conference (WCNC), Milan, Italy, 24-27 March 2025, pp. 1-6. (CCF-C, EI/ISTP)

[C4].Weiteng Cai, Xiujie Huang (通讯作者), Yuhao Chen, and Quanlong Guan, “Joint Optimization of Spectrum and Power for Vehicular Networks A MAPPO based Deep Reinforcement Learning Approach,” 2024 IEEE Wireless Communications and Networking Conference (WCNC), Dubai, United Arab Emirates, 21-24 April 2024, pp. 1-6. (CCF-C, EI/ISTP)

[C5].Quanlong Guan, Tian Zhang, Yu Qin, Yuyu Zhou, Yangguang Zhu, Yuansheng Zhong, Xiujie Huang (第一通讯作者), Zhifei Duan, Zhefu Li, Changjiang Liu, and Xiaofeng Wu, “Transformer Model with Multi-type Classification Decisions for Intrusion Attack Detection of Track Traffic and Vehicle”, 2024 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Seoul, Korea, 14-19 April 2024, pp. 4510-4514. (CCF-B, EI/ISTP)

[C6].Quanlong Guan, Yanchong Yu, Xiujie Huang (第一通讯作者), Liangda Fang, Chaobo He, Lusheng Wu, Weiqi Luo, and Guanliang Chen, “Generating Privacy-preserving Educational Data Records with Diffusion Model,” WWW 2024 Companion - Companion Proceedings of the ACM Web Conference, May 13–17, 2024, Singapore, Singapore, pp. 806-809. (CCF-A, EI/ISTP)

[C7].Quanlong Guan, Jiawei Lei, Chaonan Wang, Guanggang Geng, Yuansheng Zhong, Liangda Fang, Xiujie Huang (通讯作者), and Weiqi Luo, “A Practical Framework of Blockchain in IoT Information Management,” 2023 IEEE International Conference on Systems, Man, and Cybernetics (SMC), Honolulu, Oahu, HI, USA, Oct. 1-4, 2023, pp. 274-279. (CCF-C, EI)

[C8].Quanlong Guan, Tian Zhang, Xiujie Huang, Yuansheng Zhong, Cuifeng Du, Changjiang Liu, Zhefu Li, Guanghui Zhang, Xiaofeng Wu, and Zhifei Duan, “Exploiting the Potential Anomaly Detection in Automobile Safety Data with Multi-type Neural Network,” Mobile and Ubiquitous Systems: Computing, Networking and Services - 20th EAI International Conference, (MobiQuitous 2023), Melbourne, VIC, Australia, November 14–17, 2023, Proceedings, Part I, pp. 489-501. (CCF-C, EI/ISTP)

[C9].Shancheng Zhao, Xiujie Huang and Xiao Ma, “Structural Analysis of Array-Based Non-Binary LDPC Codes”, 2016 9th International Symposium on Turbo Codes & Iterative Information Processing (ISTC 2016)，Brest, France，Brest, France, Sept. 5-9, 2016, pp. 26-30. (EI/ISTP)

[C10].Nina Lin, Xiujie Huang, and Xiao Ma, “Analysis of the uplink capacity in the high-speed train wireless communication with full-duplex mobile relay,” 2016 IEEE 83rd Vehicular Technology Conference (VTC Spring), Nanjing, China, May 15-18, 2016, pp. 1-5. (EI/ISTP)

[C11].Xiujie Huang, Meysam Asadi, Aleksandar Kavcic, and Narayana Santhanam, “All-Bit-Line MLC Flash Memories: Optimal Detection Strategies,” 2014 IEEE International Conference on Communications (ICC), Sydney, Australia, June 10-14, 2014, pp. 3883-3888. (CCF-C, EI/ISTP)

[C12].Xiujie Huang, Haiqiang Chen, and Xiao Ma, “Achievable rates and forward-backward decoding algorithms for the Gaussian relay channels under the one-code constraint,” 2014 IEEE International Conference on Communications (ICC), Sydney, Australia, June 10-14, 2014, pp. 2135-2140. (CCF-C, EI/ISTP)

[C13].Xiujie Huang, Aleksandar Kavcic, Xiao Ma, Guiqiang Dong, and Tong Zhang, “Optimization of achievable information rates and number of levels in multilevel flash memories,” The Twelfth Intern. Conf. Networks, IARIA ICN 2013, Seville, Spain, Jan. 27-Feb. 1, 2013, pp. 125-131. (最佳论文奖)

[C14].Lei Lin, Xiao Ma, Xiujie Huang, and Baoming Bai, “An information-spectrum approach to the capacity region of general interference channel,” 2012 IEEE International Symposium on Information Theory Proceedings (ISIT), Cambridge, MA, USA, July 1-6, 2012, pp. 2261-2265. (信息论领域顶会，EI/ISTP)

[C15].Xiujie Huang, Xiao Ma, Lei Lin and Baoming Bai, “Accessible capacity of secondary users over the Gaussian interference channel,” 2011 IEEE International Symposium on Information Theory Proceedings (ISIT), Saint Petersburg, Russian, July 31-Aug.5, 2011, pp. 811-815. (信息论领域顶会，EI/ISTP)