Deep learning model inversion attacks and defenses: a comprehensive survey.

Yi-Ying Zhang 0001 Yiying Zhang 0001 Shenyang Institute of Engineering, Department of Information and Engineering, China Korea University, Department of Computer Science and Engineering, Seoul, South Korea Yi-Ying Zhang Yi-Ying Zhang 0002 China Academy of Chinese Medical Sciences, Institute of Information on Traditional Chinese Medicine, Beijing, China Yiying Zhang Yiying Zhang 0002 State Grid Information & Telecommunication Company Ltd., Beijing, China Beijing University of Posts and Telecommunications, Department of Computer Science and Technology, China Yiying Zhang 0003 張藝贏 University of Hong Kong, Department of Statistics and Actuarial Science, Hong Kong Lanzhou University, School of Mathematics and Statistics, China http://zhangyiying.weebly.com/ https://sites.google.com/view/yiyingzhang/ https://scholar.google.com/citations?user=jEPE_tgAAAAJ https://orcid.org/0000-0001-9092-0000 https://www.scopus.com/authid/detail.uri?authorId=55216775700 https://www.researchgate.net/profile/Yiying_Zhang6 Yiying Zhang 0004 Tianjin University of Science and Technology, College of Computer Science and Information Engineering, China Korea University, Seoul, South Korea https://orcid.org/0000-0003-0524-4840 https://orcid.org/0000-0003-2131-1257 https://www.wikidata.org/entity/Q130876821 Yiying Zhang 0005 University of California, San Diego, CA, USA Purdue University, West Lafayette, IN, USA University of Wisconsin-Madison, WI, USA https://cseweb.ucsd.edu/~yiying/ https://scholar.google.com/citations?user=ijn77lsAAAAJ https://orcid.org/0009-0005-6263-7802 https://orcid.org/0000-0002-6563-9484 https://www.wikidata.org/entity/Q130956979 https://www.wikidata.org/entity/Q130805899

Wencheng Yang Song Wang 0003 Di Wu 0050 Taotao Cai Yanming Zhu 0001 Shicheng Wei Yi-Ying Zhang 0001 Xu Yang 0002 Zhaohui Tang Yan Li 0002 Deep learning model inversion attacks and defenses: a comprehensive survey. 242 2025 August 58 Artif. Intell. Rev. 8 https://doi.org/10.1007/s10462-025-11248-0 db/journals/air/air58.html#YangWWCZWZYTL25 streams/journals/air

Wencheng Yang Song Wang 0003 Di Wu 0050 Taotao Cai Yanming Zhu 0001 Shicheng Wei Yiying Zhang 0001 Xu Yang 0002 Yan Li 0002 Deep Learning Model Inversion Attacks and Defenses: A Comprehensive Survey. 2025 January abs/2501.18934 CoRR https://doi.org/10.48550/arXiv.2501.18934 db/journals/corr/corr2501.html#abs-2501-18934 streams/journals/corr

Yi-Ying Zhang 0001 Han-Chieh Chao Min Chen 0003 Lei Shu 0001 Chulhyun Park Myong-Soon Park Outlier detection and countermeasure for hierarchical wireless sensor networks. 361-373 2010 4 IET Inf. Secur. 4 https://doi.org/10.1049/iet-ifs.2009.0192 db/journals/iet-ifs/iet-ifs4.html#ZhangCCSPP10

Lin He Yi-Ying Zhang 0001 Lei Shu 0001 Athanasios V. Vasilakos Myong-Soon Park Energy-Efficient Location-Dependent Key Management Scheme for Wireless Sensor Networks. 1-5 2010 GLOBECOM https://doi.org/10.1109/GLOCOM.2010.5683875 conf/globecom/2010 db/conf/globecom/globecom2010.html#HeZSVP10 Yi-Ying Zhang 0001 Xi Luo Laurence Tianruo Yang Lei Shu 0001 Weiwei Fang Myong-Soon Park A Compensation-Based Reliable Data Delivery for Instant Wireless Sensor Network. 243-250 2009 HPCC https://doi.org/10.1109/HPCC.2009.10 https://doi.ieeecomputersociety.org/10.1109/HPCC.2009.10 conf/hpcc/2009 db/conf/hpcc/hpcc2009.html#ZhangLYSFP09 Lin He Yiying Zhang 0001 Chulhyun Park Myong-Soon Park Energy-Efficient Freshness Transmission Protocol in Wireless Sensor Networks. 273-278 2009 ScalCom-EmbeddedCom https://doi.org/10.1109/EmbeddedCom-ScalCom.2009.56 https://doi.ieeecomputersociety.org/10.1109/EmbeddedCom-ScalCom.2009.56 conf/scalcom/2009 db/conf/scalcom/scalcom2009.html#HeZPP09 Yi-Ying Zhang 0001 WenCheng Yang Kee-Bum Kim Min-Yu Cui Ming Xue Myong-Soon Park An Energy-Efficient Multi-agent Based Architecture in Wireless Sensor Network. 124-129 2008 APWeb https://doi.org/10.1007/978-3-540-78849-2_14 conf/apweb/2008 db/conf/apweb/apweb2008.html#ZhangYKCXP08 Xi Luo Yi-Ying Zhang 0001 WenCheng Yang Myong-Soon Park Prevention of DoS Attacks Based on Light Weight Dynamic Key Mechanism in Hierarchical Wireless Sensor Networks. 309-312 2008 FGCN (1) https://doi.org/10.1109/FGCN.2008.83 https://doi.ieeecomputersociety.org/10.1109/FGCN.2008.83 conf/fgcn/2008-1 db/conf/fgcn/fgcn2008-1.html#LuoZYP08 WenCheng Yang Yi-Ying Zhang 0001 Kee-Bum Kim Dong-Sub Kim Min-Yu Cui Ming Xue Myong-Soon Park VSCF: A Vote-based Secure Cluster Formation Scheme. 1174-1178 2008 ICNSC https://doi.org/10.1109/ICNSC.2008.4525394 conf/icnsc/2008 db/conf/icnsc/icnsc2008.html#YangZKKCXP08 Yi-Ying Zhang 0001 WenCheng Yang Kee-Bum Kim Myong-Soon Park An AVL Tree-Based Dynamic Key Management in Hierarchical Wireless Sensor Network. 298-303 2008 IIH-MSP https://doi.org/10.1109/IIH-MSP.2008.138 https://doi.ieeecomputersociety.org/10.1109/IIH-MSP.2008.138 conf/iih-msp/2008 db/conf/iih-msp/iih-msp2008.html#ZhangYKP08 Yi-Ying Zhang 0001 WenCheng Yang Kee-Bum Kim Min-Yu Cui Myong-Soon Park A Rekey-Boosted Security Protocol in Hierarchical Wireless Sensor Network. 57-61 2008 MUE https://doi.org/10.1109/MUE.2008.10 https://doi.ieeecomputersociety.org/10.1109/MUE.2008.10 conf/mue/2008 db/conf/mue/mue2008.html#ZhangYKCP08 Taotao Cai Han-Chieh Chao Min Chen 0003 Min-Yu Cui Weiwei Fang Lin He Dong-Sub Kim Kee-Bum Kim Yan Li 0002 Xi Luo Chulhyun Park Myong-Soon Park Lei Shu 0001 Zhaohui Tang Athanasios V. Vasilakos Song Wang 0003 Shicheng Wei Di Wu 0050 Ming Xue Laurence T. YangLaurence Tianruo Yang Wencheng YangWenCheng Yang Xu Yang 0002 Yanming Zhu 0001