Generative Adversarial Networks: A Survey Toward Private and Secure Applications

Cai, Zhipeng, Xiong, Zuobin, Xu, Honghui, Wang, Peng, Li, Wei, Pan, Yi·2022·ACM Computing Surveys

Cited by (376)

Items 201–300 of 376

  1. Vulnerabilities in Machine Learning for cybersecurity: Current trends and future research directions
    Shantanu Pal, Geeta Yadav, Zahra Jadidi, Ahsan Habib, Md Palash Uddin, Chandan Kumar Karmakar, Sandeep K. Shukla · 2025 · Journal of Information Security and Applications
  2. Recent Advances in MEMS Actuators for Microfluidic Applications: Emerging Designs, Multiphysics Modeling, and Performance Optimization
    Oliur Rahman, Md Mahbubur Rahman, Onu Akter, Md. Nizam Uddin, Md Shohanur Rahman, Sourav Roy, Md Shamim Sarker · 2026 · Micromachines
  3. Multi-scale Object Detection Algorithm in Smart City Based on Mixed Dilated Convolution Pyramid
    Kangning Yin, Jie Liang, Shaoqi Hou, Rui Zhu, Guangqiang Yin, Chunyu Wang, Xu Yang · 2021 · IEEE SmartWorld, Ubiquitous Intelligence & Computing, Advanced & Trusted Computing, Scalable Computing & Communications, Cloud & Big Data Computing, Internet of People and Smart City Innovation (SmartWorld/SCALCOM/UIC/ATC/CBDCom/IOP/SCI)
  4. Applying Deep Learning-Based Personalized Item Recommendation for Mobile Service in Retailor Industry
    Minghua Xiao, Qing Zhou, Lei Lu, Xingzhen Tao, Wenting He, Youmei Zhou · 2022 · Mobile Information Systems
  5. A Tiered GAN Approach for Monet-Style Image Generation
    Fnu Neha, Deepshikha Bhati, Deepak Kumar Shukla, Md Amiruzzaman · 2024 · International Conference on Computer Theory and Applications (ICCTA)
  6. Adversarial Transfer Learning‐Based Hybrid Recurrent Network for Air Quality Prediction
    Yanqi Hao, Chuan Luo, Tianrui Li, Junbo Zhang, Hongmei Chen · 2025 · International Journal of Intelligent Systems
  7. AdVAR-DNN: Adversarial Misclassification Attack on Collaborative DNN Inference
    Shima Yousefi, Motahare Mounesan, Saptarshi Debroy · 2025 · Conference on Local Computer Networks
  8. Fractional Wavelet-Based Generative Scattering Networks
    Jiasong Wu, Xiang Yan Qiu, Jing Zhang, Fuzhi Wu, Youyong Kong, Guanyu Yang, Lotfi Senhadji, Huazhong Shu · 2021 · Frontiers in Neurorobotics
  9. Research on the Mechanism of Influencing Factors of the Urban Road Traffic Operation State
    Tianxiao Wang, Hao Ran Wu, Qiang Li, Shaoquan Ni, Tinghui Qin, Yifan Niu, Di Cao · 2022 · Wireless Communications and Mobile Computing
  10. Privacy Preserving Facial Image Processing Method Using Variational Autoencoder
    Yuying Qiu, Zhiyi Niu, Qikun Tian, Biao Song · 2022 · Communications in computer and information science
  11. An Intrusion Detection Model Based on Improved ACGAN in Big Data Environment
    Jianfeng Liao · 2022 · Security and Communication Networks · Retracted
  12. Helmholtz machine with differential privacy
    Junying Hu, Kai Sun, Hai Feng Zhang · 2022 · Information Sciences
  13. A Self-Supervised Purification Mechanism for Adversarial Samples
    Bingyi Xie, Honghui Xu, Zuobin Xiong, Yingshu Li, Zhipeng Cai · 2022 · IEEE International Conference on Internet of Things (iThings) and IEEE Green Computing and Communications (GreenCom) and IEEE Cyber, Physical and Social Computing (CPSCom) and IEEE Smart Data (SmartData)
  14. DA-GAN: Domain Adaptation for Generative Adversarial Networks-assisted Cyber Threat Detection
    Hien Do Hoang, Do Thi Thu Hien, Thai Bui Xuan, Tri Nguyen Ngoc Minh, Phan The Duy, Van-Hau Pham · 2022 · RIVF International Conference on Computing and Communication Technologies (RIVF)
  15. Data Augmentation Based Anomaly Data Detection for Charging Piles
    Wen Bang Sun, Qingming Lin, Wenhui Zhang, Xiaocun Wang, Feng Qi, Yun Zhou · 2022 · International Conference on Electrical Engineering and Control Technologies (CEECT)
  16. Improved Nighttime Traffic Detection Using Day-To-Night Image Transfer
    Feng Hua Guo, Jian Liu, Quanyi Xie, Honglei Chang · 2023 · Transportation Research Record Journal of the Transportation Research Board
  17. Mukh-Oboyob: Stable Diffusion and BanglaBERT enhanced Bangla Text-to-Face Synthesis
    Aloke Kumar Saha, Noor Mairukh Khan Arnob, Nakiba Nuren Rahman, Maria Haque, Shah Murtaza Rashid Al Masud, Rashik Rahman · 2023 · International Journal of Advanced Computer Science and Applications
  18. Implementing a Hierarchical Deep Learning Approach for Simulating Multilevel Auction Data
    Igor Sadoune, Marcelin Joanis, Andrea Lodi · 2024 · Computational Economics
  19. Exploring Facial Kinship Verification through Contactless Heart Activity Analysis
    Xiaoting Wu, Xiaoyi Feng, Constantino Álvarez Casado, Lili Liu, Miguel Bordallo López · 2025 · IEEE International Conference on Acoustics Speech and Signal Processing
  20. Light Field Super-Resolution Based on Spatial and Angular Attention
    Dong-Lin Li, Da Yang, Sizhe Wang, Hao Sheng · 2021 · Lecture notes in computer science
  21. A Gated Convolution and Self-Attention-Based Pyramid Image Inpainting Network
    Hong-an Li, Guanyi Wang, Kun Gao, Haipeng Li · 2022 · Journal of Circuits Systems and Computers
  22. Research on the Ranked Searchable Encryption Scheme Based on an Access Tree in IoTs
    Yan-Yan Yang, Bei Gong, Zhijuan Jia, Yage Cheng, Yuchu He · 2021 · Wireless Communications and Mobile Computing
  23. Privacy-aware and Efficient Student Clustering for Sport Training with Hash in Cloud Environment
    Guoyan Diao, Fang Liu, Zhikai Zuo, Mohammad Kazem Moghimi · 2022 · Journal of Cloud Computing Advances Systems and Applications
  24. IEEE Computer Graphics and Application
    2022 · Computer
  25. Fake Image Dataset Generation of Sign Language Using GAN
    Anushka Kukreti, Ashish Garg, Ishika Goyal, Divyanshu Bathla · 2023 · Lecture notes in electrical engineering
  26. Topological Vulnerability-Based Imperceptible Node Injection Attack Against Dynamic Graph Neural Network
    Hui Xia, Yanan Jiang, Mingda Ma, Rui Zhang, Yang You · 2025 · Lecture notes in computer science
  27. Artificial generation of survey data on the expected bitterness of beer
    África Ruiz Gándara, Vicente Casales-García, Luis González Abril · 2025 · Expert Systems with Applications
  28. News false information detection algorithm based on the integration of virtual reality and generative adversarial networks
    Zheng Zhao · 2025 · Intelligent Decision Technologies
  29. MC-DDet: Lightweight Mini-Channel Detector for Steel Strip Surface Defect Detection
    Shengqi Guan, Ling Hou, Jiayu Shen, Yichen Song · 2025 · IEEE Sensors Journal
  30. Metrics for Privacy-Preserving Generative Models: A Comprehensive Survey
    Debalina Padariya, Isabel Wagner, Aboozar Taherkhani, Eerke Boiten · 2026 · ACM Computing Surveys
  31. Generative Adversarial Network for Multi Facial Attributes Translation
    Jun Liu, Xiao-Yang Liu, Yanjun Feng · 2021 · IEEE Access
  32. Noise Generation GAN Based Identity Privacy Protection for Smart City
    Jishen Yang, Yan Huang, Madhuri Siddula, Zhipeng Cai · 2021 · IEEE SmartWorld, Ubiquitous Intelligence & Computing, Advanced & Trusted Computing, Scalable Computing & Communications, Cloud & Big Data Computing, Internet of People and Smart City Innovation (SmartWorld/SCALCOM/UIC/ATC/CBDCom/IOP/SCI)
  33. A Privacy Preservation Pipeline for Personally Identifiable Data in Images Using Convolutional and Transformer Architectures
    Karla Brkić, Tomislav Hrkać, Zoran Kalafatić · 2022 · International Convention on Information and Communication Technology, Electronics and Microelectronics
  34. Research on the Creation of Chinese National Cultural Identity Symbols Based on Visual Images
    LianShuQing Yang, Jiahui Li · 2022 · Mathematical Problems in Engineering
  35. Secure Federated Learning
    Yaochu Jin, Hangyu Zhu, Jinjin Xu, Yang Chen · 2022 · Machine learning
  36. Unsupervised Deep Learning-Based Hybrid Beamforming in Massive MISO Systems
    Teng Zhang, Anming Dong, Chuanting Zhang, Jiguo Yu, Jing Yue Qiu, Sufang Li, Li Zhang, You Zhou · 2022 · Lecture notes in computer science
  37. Artificial intelligence for science and engineering: A priority for public investment in research and development
    Tony Hey · 2023 · OECD eBooks
  38. KDGAN: Knowledge distillation‐based model copyright protection for secure and communication‐efficient model publishing
    Bingyi Xie, Honghui Xu, Daehee Seo, Dong-Myung Shin, Zhipeng Cai · 2024 · IET Communications
  39. Improving Solar Efficiency via CNN-LSTM and Cloud-Integrated IoT Prediction
    P Varun, T Sunitha, Mythili Nagalingam, P. Nithiya, S Selvakumaran, T A Mohanaprakash · 2024 · International Conference on Sentiment Analysis and Deep Learning (ICSADL)
  40. Image Style Conversion Model Design Based on Generative Adversarial Networks
    Ke Gong, Zhen Zhu · 2024 · IEEE Access
  41. Sophon IDS: Mitigating the Effectiveness of GAN-Based Adversarial Attacks via Tailored Misinformation
    Zihao Liu, Qiang Ye, Fangda Cui · 2024 · Lecture notes in computer science
  42. Fair and Communication-Efficient Personalized Federated Learning
    Yifu Zheng, Xu Zheng, Tingqi Wang, Chong Mu, Nurkhat Zhakiyev · 2024 · Lecture notes in computer science
  43. SIGN-FCF: Sign-based Federated Collaborative Filtering for Privacy-Preserving Personalized Recommendation
    Ziyang Zhou, Lei Xu, Liehuang Zhu, Keke Gai, Peng Jiang · 2025 · IEEE International Conference on Smart Cloud (SmartCloud)
  44. An Asynchronous Federated Learning Optimization Scheme Based on Model Partition
    Jing Xu, Lei Shi, Yi Shi, Fang Chen, Juan Xu · 2022 · Lecture notes in computer science
  45. Predicting the Future Appearances of Lost Children for Information Forensics with Adaptive Discriminator-Based FLM GAN
    Brijit Bhattacharjee, Bikash Debnath, Jadav Chandra Das, Subhashis Kar, Nandan Banerjee, Saurav Mallik, Debashis De · 2023 · Mathematics
  46. Correlation-Aware Sport Training Evaluation for Players With Trust Based on Mahalanobis Distance
    Tengfei Fan, Shengli Tian, Zhichen Hu, Xintong Fan, Sifeng Wang · 2021 · IEEE Access
  47. A Novel Neural Network for P300 Brain-Computer Interface Signal Recognition
    Jingrou Xu, Zhaoqian Jia, Wenchao Wang, Chunyu Wang, Guangqiang Yin · 2021 · IEEE SmartWorld, Ubiquitous Intelligence & Computing, Advanced & Trusted Computing, Scalable Computing & Communications, Cloud & Big Data Computing, Internet of People and Smart City Innovation (SmartWorld/SCALCOM/UIC/ATC/CBDCom/IOP/SCI)
  48. Indicator Diagram for Power Prediction of Pumping Unit Based on Machine Learning
    Hailiang Zhang, Wenming Ma, Zhenjie Shi, Shuai Yin, Xiaofan Zhao · 2021 · IEEE SmartWorld, Ubiquitous Intelligence & Computing, Advanced & Trusted Computing, Scalable Computing & Communications, Cloud & Big Data Computing, Internet of People and Smart City Innovation (SmartWorld/SCALCOM/UIC/ATC/CBDCom/IOP/SCI)
  49. Interactive Reinforcement Learning Strategy
    Zhenjie Shi, Wenming Ma, Shuai Yin, Hailiang Zhang, Xiaofan Zhao · 2021 · IEEE SmartWorld, Ubiquitous Intelligence & Computing, Advanced & Trusted Computing, Scalable Computing & Communications, Cloud & Big Data Computing, Internet of People and Smart City Innovation (SmartWorld/SCALCOM/UIC/ATC/CBDCom/IOP/SCI)
  50. Certificateless Group to Many Broadcast Proxy Reencryptions for Data Sharing towards Multiple Parties in IoTs
    Wonbin Kim, Su-Hyun Kim, Daehee Seo, Im-Yeong Lee · 2022 · Wireless Communications and Mobile Computing
  51. A Secure Aggregation Scheme for Model Update in Federated Learning
    Baolin Wang, Chunqiang Hu, Zewei Liu · 2022 · Lecture notes in computer science
  52. Location First Non-Maximum Suppression for Uncovered Muck Truck Detection
    Yuxiang Zhang, Dehua LIU, Chuanpeng SU, Juncheng LIU · 2022 · IEICE Transactions on Fundamentals of Electronics Communications and Computer Sciences
  53. Synchronous Federated Learning Latency Optimization Based on Model Splitting
    Fang Chen, Lei Shi, Yi Shi, Jing Xu, Xu Ding · 2022 · Lecture notes in computer science
  54. SUDM-SP: A method for discovering trajectory similar users based on semantic privacy
    Weiqi Zhang, Guisheng Yin, Bingyi Xie · 2023 · High-Confidence Computing
  55. Emotional Speech Transfer on Demand based on Contextual Information and Generative Models: A Case Study
    Andrea Veronica Porco, Kang Dongshik · 2023 · International Journal of Advanced Computer Science and Applications
  56. A Road Network Enhanced Gate Recurrent Unit Model for Gather Prediction in Smart Cities
    Mingchao Yuan, Ling Tian, Ke Yan, Xu Zheng · 2021 · Wireless Communications and Mobile Computing
  57. A Secure Downlink Transmission Scheme for a UAV‐Assisted Edge Network
    Xinmei Gao, Yan Huo, Qinghe Gao, Hongjun Zhao, Long Ma · 2022 · Wireless Communications and Mobile Computing
  58. Graph Embedding‐Based Sensitive Link Protection in IoT Systems
    Yanfei Lu, Zhilin Deng, Qinghe Gao, Tao Jing · 2022 · Wireless Communications and Mobile Computing
  59. MASS: Mobile Autonomous Station Simulation
    Thomas E. Sandholm, Sayandev Mukherjee · 2021 · arXiv (Cornell University)
  60. Data augmentation for imbalanced blood cell image classification
    Priyanka Rana, Arcot Sowmya, Erik H. W. Meijering, Yang Song · 2022 · bioRxiv (Cold Spring Harbor Laboratory)
  61. Annotated Hands for Generative Models
    Yue Yang, Atith N Gandhi, Greg Turk · 2024 · Research Square
  62. Deep Personalized Prediction of MPA-AUC with Attentive Interactions in Kidney Transplantation
    Dehua Chen, Liping Zhang, Wei Zhang, Kun Shao, Weiliang Zhao, Xiaokang Zhou · 2021 · IEEE SmartWorld, Ubiquitous Intelligence & Computing, Advanced & Trusted Computing, Scalable Computing & Communications, Cloud & Big Data Computing, Internet of People and Smart City Innovation (SmartWorld/SCALCOM/UIC/ATC/CBDCom/IOP/SCI)
  63. Digital Economy Risk Prevention and Control System with Generative Adversarial Networks
    Zhaohui Li · 2023 · International Conference on Ambient Intelligence, Knowledge Informatics and Industrial Electronics (AIKIIE)
  64. Data Guardians
    Ahmet Okan Arik, Büşra Özdenizci · 2024 · Advances in information security, privacy, and ethics book series
  65. A High-Precision Generality Method for Chinese Nested Named Entity Recognition
    Xiayan Ji, Lina Chen, Hong Gao, Fangyao Shen, Hongjie Guo · 2024 · Lecture notes in computer science
  66. The Client-Level GAN-Based Data Reconstruction Attack and Defense in Clustered Federated Learning
    Han Wu, Lei Shi, Junyu Ye, Yuqi Fan, Zengwei Lv · 2024 · Lecture notes in computer science
  67. Three-party and Multi-Strategy Evolutionary Game in Mobile Crowdsourcing
    Xi Yin, Fuxing Li, Zhen Yang, Kaili Zhou, Linzhi Shan · 2024 · International Conference on Mobility, Sensing and Networking (MSN)
  68. Enhanced HER-2 prediction in breast cancer through synergistic integration of deep learning, ultrasound radiomics, and clinical data
    Meijuan Hu, Lianying Zhang, Xiao Wang, Xuehua Xiao · 2025 · Scientific Reports
  69. Revolutionizing Technology: Advancements, Challenges, and Future of Computer Vision
    S. Saranya, P Vinayagam, S. Nagarajan, B. Yuvasri, M. Ezhilvendan, Siva Subramanian R · 2025
  70. Implicit dynamic incentives mechanism based on anchoring effects in mobile crowd sensing
    Qingyuan Niu, Yingjie Wang, Yang Gao, Haojun Teng, Wenhan Hou, Haijing Zhang, Zhipeng Cai · 2025 · Computer Networks
  71. Optimized Heart Disease Prediction Leveraging Generative AI and Metaheuristic Algorithms
    Farzana Begum, Joseph Arul Valan · 2025 · Biomedical Materials & Devices
  72. Dual-adversarial generative networks for reversible steganography in medical image security of Internet of Medical Things
    Peng He, Xingyu Su, Yaping Cui, Dapeng Wu, Ruyan Wang, Shaoming Meng · 2026 · Biomedical Signal Processing and Control
  73. The evolution of GANs in medical imaging: a scientometric perspective
    Basil Hanafi, Mohammad Sadik Ali · 2026 · Neural Computing and Applications
  74. Protection of the CGAN against membership inference attack using Differential Privacy
    Ala Ekramifard, Haleh Amintoosi, Seyed Amin Hosseini Seno · 2026 · International Journal of Information Security
  75. Evolutionary Game Dynamics in Tripartite Crowdsourcing With Incentive Regulation
    Zishuai Zhu, Shijia Hua, Linjie Liu, Xiaojie Chen · 2026 · IEEE Transactions on Knowledge and Data Engineering
  76. Privacy-Preserving Federated Learning for Emotion Recognition: An Improved Framework with Differential Privacy
    Ashish Kumar Dwivedi · 2026 · Lecture notes in computer science
  77. Anomaly Detection Collaborating Adaptive CEEMDAN Feature Exploitation with Intelligent Optimizing Classification for IIoT Sparse Data
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  78. Examination on Security Performance Analysis Model of Internet of Things Assigned Based on Composite Security Key
    Ying Ji Sun, Lei Bai · 2021 · Wireless Communications and Mobile Computing
  79. A Fast Head Reconstruction Algorithm based on Single Photo
    Zhen Han, Ye Li, Lei Wu, Zhan Li, Guangqiang Yin · 2021 · IEEE SmartWorld, Ubiquitous Intelligence & Computing, Advanced & Trusted Computing, Scalable Computing & Communications, Cloud & Big Data Computing, Internet of People and Smart City Innovation (SmartWorld/SCALCOM/UIC/ATC/CBDCom/IOP/SCI)
  80. Smart City Power Allocation Based on Linear Feasibility Problem
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  81. POIs Category Recommendation for Cultural Country Travel Enterprises Based on Check-In Information
    Lei Liu, Ashish Kr. Luhach, Myung‐hee Lee · 2022 · Journal of Global Information Management
  82. Multi-generator MD-GAN with Reset Discriminator: A Framework to Handle Non-IID Data
    Bharat Jain, W. Wilfred Godfrey · 2023 · Communications in computer and information science
  83. A Multi-Input Fusion Model for Privacy and Semantic Preservation in Facial Image Datasets
    Yuanzhe Yang, Zhiyi Niu, Yuying Qiu, Biao Song, Xinchang Zhang, Yuan Tian · 2023 · Applied Sciences
  84. Lessons from shortcomings in machine learning for medical imaging
    Gael P. Varoquaux, Veronika Cheplygina · 2023 · OECD eBooks
  85. Model-domain failing test augmentation with Generative Adversarial Networks
    Zhuo Zhang, Ya Li, Sha Yang, Yan Lei · 2023 · Expert Systems with Applications
  86. Mixed Attention Mechanism Generative Adversarial Network Painting Image Conversion Algorithm Based on Multi-Class Scenes
    Xinxin Nie, Jing Pu · 2023 · IEEE Access
  87. 3D Scene Object Perception Algorithm Based on Computer Vision Technology Based on Multi-View
    Yihua Chen · 2023 · International Conference on Ambient Intelligence, Knowledge Informatics and Industrial Electronics (AIKIIE)
  88. Optimal path for automated pedestrian detection: image deblurring algorithm based on generative adversarial network
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  89. Data Security and Privacy for AI-Enabled Smart Manufacturing
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  90. Aviation Fuel Pump Fault Diagnosis Based on Conditional Variational Self-Encoder Adaptive Synthetic Less Data Enhancement
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  91. Privacy-Aware Content-of-Interest Search and Recommendation in Internet of Things for Cross-Dressers
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  92. SAN‐GAL: Spatial Attention Network Guided by Attribute Label for Person Re‐identification
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  93. CGPP‐POI: A Recommendation Model Based on Privacy Protection
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  94. Footprint Extraction and Sports Training Action Recognition Based on Wireless Network Communication
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  95. Image Anomaly Detection Based on Adaptive Iteration and Feature Extraction in Edge‐Cloud IoT
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  96. Expressive Speech Synthesis by Modeling Prosody with Variational Autoencoders for Bangla Text-to-Speech
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  97. Implementing a Hierarchical Deep Learning Approach for Simulating multilevel Auction Data
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    Xiaohan Lin, Yijie Xia, Yupeng Huang, Shuo Liu, Jun Zhang, Yi Qin Gao · 2024 · ChemRxiv
  99. Advances in Autonomous Systems: A Summary of the AutoDefence Summer School at IEEE ICAS’21
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  100. Joint Pedestrian Detection and Attribute Recognition Feature Learning
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