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方黎明，教授、博导，南京航空航天大学深圳研究院副院长,国家重点研发计划青年首席科学家，智能与安全实验室副主任，国家高层次人才会评专家，国家自然科学基金重点项目会评专家，国家重点研发计划会评专家，教育部工程研究中心专家委员会委员，科睿唯安2025年度“全球高被引科学家”（Highly Cited Researchers 2025），IEEE国际标准《可信数据空间系统架构》P3158制定者，“区块链60人”2022赋能中国区块链创新人物，南京航空航天大学“长空英才”,CCF区块链专委会委员、中国电子学会网络空间安全专委会委员。荣获第50届日内瓦国际发明展金奖、全球数字贸易博览会先锋奖银奖、中国科技产业化促进会科学技术奖一等奖、中国商业联合会科技创新奖二等奖、国家电网科学技术进步二等奖等多个奖项。担任国际会议ProvSec 2022、WASA 2021、INSCRYPT 2019、CryptoIC 2019等十多个会议组织委员会主席，担任AAAI 2026 Senior Program Committee，担任SpaCCS 2020国际会议秘书长。在人工智能安全、密码学、隐私计算、区块链等领域具有长期的技术积累，主持国家重点研发计划一项，主持国家自然科学基金四项（包括联合基金重点一项，面上两项，青年一项）及工信部工业互联网创新发展工程、江苏省重点研发计划等十余项，申请发明专利二十余项，在科学出版社出版专著一本。担任多个SCI期刊的客座编辑，在ICCV、ICLR、ACM MM、AAAI、TCS、IEEE TDSC、IEEE TIFS、IEEE TCAD、IEEE TPDS、IEEE TII、IEEE TFS、ACM TDS、ACM TOMM、IEEE IOTJ、DCC等国际著名期刊和会议上发表论文100余篇，获得2项最佳论文奖。研究方向：网络空间安全人工智能安全、密码学、区块链、隐私计算等承担科研项目：1、人工智能安全防御与评估技术，国家重点研发青年科学家项目，300万，项目编号：2021YFB3100700，2021.12-2024.11，主持，项目负责人，国家级项目2、高性能区块链架构及安全验证关键技术研究，国家自然科学基金（联合基金重点项目），253万，项目编号： U22B2029，2023.01-2026.12，主持，国家级项目3、基于新型密码算法的机器学习隐私保护技术研究，国家自然科学基金（面上项目），54万，项目编号：62272228，2023.01-2026.12，主持，国家级项目4、支持多关键词复杂匹配的可搜索代理重加密研究 ，国家自然科学基金（面上项目），65万，项目编号：61872181，2019.1-2022.12，主持，国家级项目5、人工智能安全理论及验证平台，国家重点研发计划课题，552万，2021.1-2023.12，课题共同负责人6、安全可控体系恶意代码分析设备，工信部工业互联网创新发展工程，招标编号：TC200H02X, 120万，2020.10-2021.10，南航负责人，省部级项目；7、工业互联网威胁诱捕技术及设备，工信部工业互联网创新发展工程，招标编号：TC190H46H, 120万，2019.9-2021.5，南航负责人，省部级项目；8、支持国密标准的自主可控区块链防伪追溯的文化艺术品展示与交易平台研发，江苏省重点研发计划（产业前瞻），项目编号：1015-PBA20002，2020.7-2023.6，负责人，省部级项目；9、可搜索代理重加密研究，科技部外国文教专家项目，项目编号：YHA20047，2020.7-2021.6，主持，科技部项目；10、可搜索公钥加密关键安全性问题的研究，国家自然科学基金（青年基金），项目编号：61300236，2014.1-2016.12，主持，国家级项目；11、轻量化密码算法技术合作项目，华为技术有限公司，2020.07-2021.1，在研12、区块链发票系统中隐私保护加密算法研发，深圳市腾讯计算机系统有限公司，2020.08--2021.01，在研13、带多关键字搜索的公钥加密的研究，江苏省基础研究（自然科学基金），项目编号：BK20130809，2013.9-2016.12，主持，省部级项目；14、基于多关键字的条件代理重加密的研究，中国博士后面上基金一等资助，项目编号：2013M530254，主持，省部级项目；15、支持多关键词匹配的可搜索公钥加密的研究，中国博士后科学基金特别资助,主持，省部级项目；16、支持复杂匹配搜索的可搜索公钥加密的研究，江苏省博士后基金, 编号：1302137C，主持，省部级项目；17、支持多条件复杂匹配的代理重加密研究，国家自然科学基金（青年基金），项目编号：61702236，2017.1-2019.12，参与，国家级项目18、XX项目，十三五总装预研基金项目，2016.1-2020.12, 参与，国家级项目；19、云计算演化环境中的隐私建模与检测方法研究，国家自然科学基金（面上项目），项目编号：61272083，81万，2013.1-2016.12，参与，国家级项目；20、面向机场感知的噪声监测及其环境评估，国家自然基金重点项目，项目编号：61139002，280万，2011-2014，参与，国家级项目；21、基于服务架构的民航公众信息服务平台，科技部， 863重点项目，项目编号：2006AA12A106，260万，2007-2009，参与，国家级项目；22、参与直升机/无人机战术信息网络安全技术的研究，航空科学基金， 2005-2007，参与，省部级项目。发表学术论文（个人代表作）情况：[1]. Chenhao Lin, Xiang Ji, Yulong Yang, Qian Li, Zhengyu Zhao, Zhe Peng, Run Wang, Liming Fang, Chao Shen. Hard Adversarial Example Mining for Improving Robust Fairness. IEEE Transactions on Information Forensics and Security 2025. (CCF A)[2]. Qiannan Wang, Changchun Yin, Liming Fang, Zhe Liu, Run Wang, Chenhao Lin. GhostEncoder: Stealthy backdoor attacks with dynamic triggers to pre-trained encoders in self-supervised learning. Computers & Security 2024.[3]. Yu Tao, Yi Zhu, Chunpeng Ge, Lu Zhou, Shouchen Zhou, Yongjing Zhang, Jiarong Liu, Liming Fang. ORR-CP-ABE: A secure and efficient outsourced attribute-based encryption scheme with decryption results reuse. Future Generation Computer Systems 2025.[4]. Ruoxia Li, Zengxiang Wang, Liming Fang, Changgen Peng, Weizheng Wang, Hu Xiong. Efficient blockchain-assisted distributed identity-based signature scheme for integrating consumer electronics in metaverse. IEEE Transactions on Consumer Electronics 2025.[5]. Yi Zhang, Xiaofeng Jia, Bianjing Pan, Jun Shao, Liming Fang, Rongxing Lu, Guiyi Wei, Anonymous Multi-Hop Payment for Payment Channel Networks, in IEEE Transactions on Dependable and Secure Computing, vol. 21, no. 1, pp. 476-485, Jan.-Feb. 2024, doi: 10.1109/TDSC.2023.3262681.(CCF A)[6]. Chunpeng Ge, Zhe Liu, Willy Susilo, Liming Fang, Hao Wang. Attribute-Based Encryption with Reliable Outsourced Decryption in Cloud Computing Using Smart Contract. IEEE Transactions on Dependable and Secure Computing, 2023. (CCF A)[7]. Chunpeng Ge, Willy Susilo, Zhe Liu, Joonsang Baek, Xiapu Luo, Liming Fang. Attribute-Based Proxy Re-Encryption With Direct Revocation Mechanism for Data Sharing in Clouds. IEEE Transactions on Dependable and Secure Computing, 2023. (CCF A)[8]. Mohammed Shujaa Aldeen, Chuan Zhao, Zhenxiang Chen, Liming Fang, Zhe Liu. Privacy-Preserving Collaborative Learning for Genome Analysis via Secure XGBoost. IEEE Trans. Dependable Secur. Comput. 21(6): 5755-5765 (2024). (CCF A)[9]. Ke Liang, Sihang Zhou, Meng Liu, Yue Liu, Wenxuan Tu, Yi Zhang, Liming Fang, Zhe Liu, Xin wang Liu: Hawkes-enhanced Spatial-Temporal Hypergraph Contrastive Learning based on Criminal Correlations. AAAI 2024. (CCF A)[10]. Shengju Yu, Siwei Wang, Pei Zhang, Miao Wang, Ziming Wang, Zhe Liu, Liming Fang, En Zhu, Xinwang Liu. DVSAI: Diverse View-Shared Anchors Based Incomplete Multi-View Clustering. AAAI 2024: 16568-16577. (CCF A)[11]. Mengjie Wu, Jingui Ma, Run Wang, Sidan Zhang, Ziyou Liang, Boheng Li, Chenhao Lin, Liming Fang, Lina Wang. TraceEvader: Making DeepFakes More Untraceable via Evading the Forgery Model Attribution. AAAI 2024. (CCF A)[12]. Li Liu, Haiyan Chen, Changchun Yin, Liming Fang. Adversarial Attack and Defense for Transductive Support Vector Machine. 2024 International Joint Conference on Neural Networks (IJCNN).[13]. Minghui Li, Yang Li, Hao Han, Xiaopeng Ke, Tongyu Wang, Fengyuan Xu, Liming Fang. REDLC: Learning-driven Reverse Engineering for Deep Learning Compilers. 2024 IEEE 35th International Symposium on Software Reliability Engineering (ISSRE). (CCF B)[14]. Peixi Li, Xiang Li, Liming Fang. DMA: Mutual Attestation Framework for Distributed Enclaves. International Conference on Information and Communications Security.[15]. Guodong Huang, Chuan Ma, Ming Ding, Yuwen Qian, Chunpeng Ge, Liming Fang, Zhe Liu. Efficient and Low Overhead Website Fingerprinting Attacks and Defenses based on TCP/IP Traffic. Proceedings of the ACM Web Conference (WWW), 2023. (CCF A)[16]. Xihong Yang, Yue Liu, Sihang Zhou, Siwei Wang, Wenxuan Tu, Qun Zheng, Xinwang Liu, Liming Fang, En Zhu. Cluster-guided Contrastive Graph Clustering Network. Thirty-Seventh AAAI Conference on Artificial Intelligence (AAAI), 2023. (CCF A)[17]. Ziheng Huang, Boheng Li, Yan Cai, Run Wang, Shangwei Guo, Liming Fang, Jing Chen, Lina Wang. What can discriminator do? towards box-free ownership verification of generative adversarial networks. Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV), 2023. (CCF A)[18]. Run Wang, Jixing Ren, Boheng Li, Tianyi She, Wenhui Zhang, Liming Fang, Jing Chen, Lina Wang. Free fine-tuning: A plug-and-play watermarking scheme for deep neural networks[C]//Proceedings of the 31st ACM International Conference on Multimedia. 2023: 8463-8474.(CCF A)[19]. Zikang Jin, Changchun Yin, Piji Li, Lu Zhou, Liming Fang, Xiangmao Chang, Zhe Liu. Multi-Layer Feature Division Transferable Adversarial Attack[C]//ICASSP 2023-2023 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP). IEEE, 2023: 1-5.(CCF B)[20]. Aiping Zhang, Liming Fang, Chunpeng Ge, Piji Li, Zhe Liu. Efficient transformer with code token learner for code clone detection[J]. Journal of Systems and Software, 2023, 197: 111557.(CCF B)[21]. Liming Fang, Hanyi Zhang, Minghui Li, Chunpeng Ge, Liang Liu, Zhe Liu: A Secure and Fine-grained Scheme for Data Security in Industrial IoT Platforms for Smart City, IEEE Internet of Things Journal, 2020, 7(9): 7982-7990. (中科院一区, IF: 9.515)[22]. Liming Fang, Minghui Li, Zhe Liu, Changting Lin, Shouling Ji, Anni Zhou, Willy Susilo, Chunpeng Ge. A Secure and Authenticated Mobile Payment Protocol Against Off-site Attack Strategy. IEEE Transactions on Dependable and Secure Computing, 2021. (CCF A, IF: 6.211)[23]. Chunpeng Ge, Willy Susilo, Joonsang Baek, Zhe Liu, Jinyue Xia, Liming Fang, Revocable Attribute-Based Encryption with Data Integrity in Clouds, IEEE Transactions on Dependable and Secure Computing, 18(3), 1214-1226, 2021. (CCF A, IF: 6.211, ESI高被引)[24]. Sihan He, Weibin Wu, Yanbin Li, Lu Zhou, Liming Fang and Zhe Liu. Recovering the Weights of Convolutional Neural Network via Chosen Pixel Horizontal Power Analysis, WASA 2022. (Best Paper Award)[25]. Liming Fang, Yang Li, Zhe liu, Changchun Yin, Minghui Li, Zehong Cao. A Practical Model Based on Anomaly Detection for Protecting Medical IoT Control Services Against External Attacks. IEEE Transactions on Industrial Informatics. 2021, 17(6): 4260-4269.(中科院一区期刊，IF=9.112)[26]. Chunpeng Ge, Zhe Liu, Jinyue Xia, Liming Fang. Revocable Identity-Based Broadcast Proxy Re-encryption for Data Sharing in Clouds. IEEE Transactions on Dependable and Secure Computing, 2021, 18(3), 1214-1226. DOI: 10.1109/TDSC.2019.2899300 (CCF A类, IF:6.404，ESI高被引)[27]. Xinyu Wang, Yuefeng Du, Cong Wang, Qian Wang, Liming Fang*；WebEnclave: Protect Web Secrets from browser extensions with Software Enclave, IEEE Transactions on Dependable and Secure Computing, 2021. (CCF A, IF: 6.211)[28]. Run Wang, Haoxuan Li, Lingzhou Mu, Jixing Ren, Shangwei Guo, Li Liu, Liming Fang, Jing Chen, Lina Wang. Rethinking the Vulnerability of DNN Watermarking: Are Watermarks Robust against Naturalness-aware Perturbations? 30th ACM International Conference on Multimedia (ACM MM’22), Lisbon, Portugal. (CCF A)[29]. Chunpeng Ge, Willy Susilo, Joonsang Baek, Zhe Liu, Jinyue Xia, Liming Fang, A Verifiable and Fair Attribute-based Proxy Re-encryption Scheme for Data Sharing in Clouds, IEEE Transactions on Dependable and Secure Computing, 2021. DOI: 10.1109/TDSC.2021.3076580. (CCF A, IF: 6.211)[30]. Liming Fang, Changchun Yin, Juncen Zhu, Chunpeng Ge, M. Tanveer, Alireza Jolfaei, Zehong Cao*: Privacy Protection for Medical Data Sharing in Smart Healthcare, ACM Transactions on Multimedia Computing, Communications, and Applications, 2020, 16(3s): 1-18. (CCF B类)[31]. Sihao Hu, Xuhong Zhang, Junfeng Zhou, Shouling Ji, Jiaqi Yuan, Zhao Li, Zhipeng Wang, Qi Chen, Qinming He, Liming Fang, Turbo: Fraud Detection in Deposit-free Leasing Service via Real-Time Behavior Network Mining, IEEE International Conference on Data Engineering (ICDE’21), April 19-22, 2021, Chania, Crete, Greece. (CCF A)[32]. Weiting Zhang, Hanyi Zhang, Liming Fang*, Zhe Liu, and Chunpeng Ge. A Secure Revocable Fine-grained Access Control and Data Sharing Scheme for SCADA in IIoT Systems. IEEE Internet of Things Journal, 2021.(中科院一区期刊，IF=9.112)[33]. Wenshu Huang, Huiwen Wu, Liming Fang, Lu Zhou. FedScale: A Federated Unlearning Method Mimicking Human Forgetting Processes. International Conference on Wireless Artificial Intelligent Computing Systems and Applications.[34]. Peng Jiang, Liming Fang, Ming Ding, Lu Zhou. Defense Strategy in Federated Learning: Unveiling Stealthy Threats and the Similarity Filter Solution. International Conference on Wireless Artificial Intelligent Computing Systems and Applications.[35]. Mengxin Wang, Liming Fang, Kuiqi Chen. FedNAT: Byzantine-robust Federated Learning through Activation-based Attention Transfer. 2023 IEEE International Conference on Data Mining Workshops (ICDMW).[36]. Kuiqi Chen, Liming Fang, Mengxin Wang, Changchun Yin. DaBA: Data-free Backdoor Attack against Federated Learning via Malicious Server. 2023 International Conference on Image Processing, Computer Vision and Machine Learning (ICICML).[37]. Haichao Gao, Liming Fang, Yang Li, Minghui Li. Semantic Awareness Model For Binary Operator Code. 2023 International Conference on Image Processing, Computer Vision and Machine Learning (ICICML).[38]. Jingshi Lei, Da Li, Chengming Xu, Liming Fang, Timothy M Hospedales, Yanwei Fu. Worst-case Feature Risk Minimization for Data-Efficient Learning. Transactions on Machine Learning Research.[39]. Zhen Xia, Zhenfu Cao, Jiachen Shen, Xiaolei Dong, Jun Zhou, Liming Fang, Zhe Liu, Chunpeng Ge, Chunhua Su. Mining for better: An energy-recycling consensus algorithm to enhance stability with deep learning. International Conference on Information Security Practice and Experience.[40]. Panyu Wu, Zhenfu Cao, Jiachen Shen, Xiaolei Dong, Yihao Yang, Jun Zhou, Liming Fang, Zhe Liu, Chunpeng Ge, Chunhua Su. Mmdsse: Multi-client and multi-keyword dynamic searchable symmetric encryption for cloud storage. 2023 20th Annual International Conference on Privacy, Security and Trust (PST).[41]. Yihao Yang, Xiaolei Dong, Jiachen Shen, Zhenfu Cao, Yunbo Yang, Jun Zhou, Liming Fang, Zhe Liu, Chunpeng Ge, Chunhua Su, Zongyang Hou. MDPPC: Efficient Scalable Multiparty Delegated PSI and PSI Cardinality. 2023 20th Annual International Conference on Privacy, Security and Trust (PST).[42]. Shan Ji, Wei Zhou, Chuan Ma, Dafang Li, Kui Zhu, Liming Fang. Proofs of retrievability with tag outsourcing based on Goppa codes. Computer Standards & Interfaces.[43]. Chunpeng Ge, Willy Susilo, Zhe Liu, Joonsang Baek, Xiapu Luo, Liming Fang. Attribute-based proxy re-encryption with direct revocation mechanism for data sharing in clouds. Proceedings of the ACM Turing Award Celebration Conference-China 2023.[44]. Bo Zhao, Tao Wang, Liming Fang. FedCom: Byzantine-Robust Federated Learning Using Data Commitment. ICC 2023-IEEE International Conference on Communications.[45]. Chunpeng Ge, Zhe Liu, Willy Susilo, Liming Fang, Hao Wang. Attribute-based encryption with reliable outsourced decryption in cloud computing using smart contract. IEEE Transactions on Dependable and Secure Computing.[46]. Tao Wang, Bo Zhao, Liming Fang. FLForest: Byzantine-robust federated learning through isolated forest. 2022 IEEE 28th International Conference on Parallel and Distributed Systems (ICPADS).[47]. Aiping Zhang, Kui Liu, Liming Fang*, Qianjun Liu, Xinyu Yun and Shouling Ji; Learn To Align: A Code Alignment Network For Code Clone Detection; Asia-Pacific Software Engineering Conference, 2021.[48]. Binbin Zhao, Shouling Ji, Wei-Han Lee, Changting Lin, Haiqing Weng, Jingzheng Wu, Pan Zhou, Liming Fang, Reheem Beyah. A Large-scale Empirical Study on the Vulnerability of Deployed IoT Devices. IEEE Transactions on Dependable and Secure Computing, 2020. (CCF A类, IF: 6.211)[49]. Liming Fang, Yang Li, Xinyu Yun, Zhenyu Wen, Shouling Ji, Weizhi Meng, Zehong Cao, Muhammad Tanveer. THP: A Novel authentication scheme to prevent multiple attacks in SDN-based IoT network[J]. IEEE Internet of Things Journal, 2019, 7(7): 5745-5759. DOI: 10.1109/JIOT.2019.2944301 (中科院一区, IF: 9.515)[50]. Liming Fang, Bo Zhao, Yang Li, Zhe Liu, Chunpeng Ge, Weizhi Meng. Countermeasure Based on Smart Contracts and AI Against DoS/DDoS Attack in 5G Circumstances. IEEE Network. 2020, 34(6): 54-61. (中科院一区, IF: 7.503) [51]. Liming Fang, Willy Susilo, Chunpeng Ge, Jiandong Wang: Chosen-ciphertext secure anonymous conditional proxy re-encryption with keyword search. Theoretical Computer Science, 2012, 462(4): 39-58. DOI: 10.1016/j.tcs.2012.08.017 (IF: 0.718, CCF B类)[52]. Liming Fang, Changchun Yin, Lu Zhou, Yang Li, Chunhua Su, Jinyue Xia. A physiological and behavioral feature authentication scheme for medical cloud based on fuzzy-rough core vector machine[J]. Information Sciences, 2020, 507: 143-160. DOI: 10.1016/j.ins.2019.08.020 (中科院一区, IF: 5.524)[53]. Chunpeng Ge, Zhe Liu, Liming Fang, Huangding Ling, Aiping Zhang, Changchun Yin. A Hybrid Fuzzy Convolutional Neural Network Based Mechanism for Photovoltaic Cell Defect Detection with Electroluminescence Images. IEEE Transactions on Parallel and Distributed Systems. 2020. DOI: 10.1109/TPDS.2020.3046018. (CCF A类)[54]. Liming Fang, Willy Susilo, Chunpeng Ge, Jiandong Wang. Public Key Encryption with Keyword Search Secure Against Keyword Guessing Attacks without Random Oracle. Information Sciences. 2014, 238:221–241. DOI: 10.1016/j.ins.2013.03.008 (中科院一区, IF: 5.524)[55]. Chunpeng Ge, Willy Susilo, Zhe Liu, Jinyue Xia, Liming Fang, Pawel Szalachowski: Secure Keyword Search and Data Sharing Mechanism for Cloud Computing, IEEE Transactions on Dependable and Secure Computing, 2020, DOI: 10.1109/TDSC.2020.2963978 (CCF A类, IF:6.404)[56]. Liming Fang, Hongwei Zhu, Boqing Lv, Zhe Liu, Weizhi Meng, Yu Yu, Shouling Ji, Zehong Cao. HandiText: Handwriting Recognition based on Dynamic Characteristics with Incremental LSTM. ACM Transactions on Data Science, 2020, 1(4): 1-18. DOI: 10.1145/3385189.[57]. Yushu Zhang, Ping Wang, Liming Fang, Xing He, Hao Han, Bing Chen. Secure Transmission of Compressed Sampling Data Using Edge Clouds. IEEE Transactions on Industrial Informatics, 2020,16（10）:6641-6651. DOI: 10.1109/TII.2020.2966511 (中科院一区, IF: 7.737)[58]. Zhuo Su, Dongyan Wang, Yixiao Yang, Yu Jiang, Wanli Chang, Liming Fang, Wen Li, Jiaguang Sun. Code Synthesis for Dataflow Based Embedded Software Design, IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems, 2021, DOI: 10.1109/TCAD.2021.3055487 (CCF A类)[59]. Liming Fang, Xinyu Yun, Changchun Yin, Weiping Ding, Lu Zhou, Zhe Liu, Chunhua Su. ANCS: Automatic NXDomain Classification System based on Incremental Fuzzy Rough Sets Machine Learning, IEEE Transactions on Fuzzy Systems, 2020, 29(4): 742-756. DOI: 10.1109/TFUZZ.2020.2965872 (中科院一区, IF: 8.759).[60]. Chunpeng Ge, Zhe Liu, Liming Fang. A blockchain based decentralized data security mechanism for the Internet of Things[J]. Journal of Parallel and Distributed Computing, 2020, 141: 1-9.[61]. Chunpeng Ge, Changchun Yin, Zhe Liu, Liming Fang, Juncen Zhu, Huading Lin. A privacy preserve big data analysis system for wearable wireless sensor network[J]. Computers & Security, 2020, 96: 101887. (CCF B类)[62]. Qi Xie, Duncan S. Wong, Guilin Wang, Xiao Tan, Kefei Chen and Liming Fang. Provably Secure Dynamic ID-based Anonymous Two-factor Authenticated Key Exchange Protocol with Extended Security Model. IEEE Transactions on Information Forensics & Security, 2017, 12(6): 1382-1392. DOI: 10.1109/TIFS.2017.2659640 (CCF A类, IF: 6.211)[63]. Liming Fang, Willy Susilo, Chunpeng Ge, Jiandong Wang. Hierarchical Conditional Proxy Re-encryption. Computer Standards and Interfaces, 2012, 34(4):380-389. DOI: 10.1016/j.csi.201...