Special Focus on Cyber Security in the Era of Artificial Intelligence
RESEARCH PAPER Webpage Webpage-cn SpringerLink Google Scholar Cited in SCI: 5

Intelligent networking in adversarial environment: challenges and opportunities
Zhao, Yi; Xu, Ke; Li, Qi; Wang, Haiyang; Wang, Dan; Zhu, Min
Sci China Inf Sci, 2022, 65(7): 170301
Keywords: intelligent networking; adversarial; attacks; defense; security
Cite as: Zhao Y, Xu K, Li Q, et al. Intelligent networking in adversarial environment: challenges and opportunities. Sci China Inf Sci, 2022, 65(7): 170301, doi: 10.1007/s11432-021-3463-9

Special Focus on Cyber Security in the Era of Artificial Intelligence
RESEARCH PAPER Webpage Webpage-cn SpringerLink Google Scholar Cited in SCI: 6

Non-IID federated learning via random exchange of local feature maps for textile IIoT secure computing
Peng, Bo; Chi, Mingmin; Liu, Chao
Sci China Inf Sci, 2022, 65(7): 170302
Keywords: federated learning; secure computing; industrial Internet of Things (IIoT); machine vision; texture encoding; image classification; Non-IID
Cite as: Peng B, Chi M M, Liu C. Non-IID federated learning via random exchange of local feature maps for textile IIoT secure computing. Sci China Inf Sci, 2022, 65(7): 170302, doi: 10.1007/s11432-021-3423-9

Special Focus on Cyber Security in the Era of Artificial Intelligence
RESEARCH PAPER Webpage Webpage-cn SpringerLink Google Scholar Cited in SCI: 1

VulnerGAN: a backdoor attack through vulnerability amplification against machine learning-based network intrusion detection systems
Liu, Guangrui; Zhang, Weizhe; Li, Xinjie; Fan, Kaisheng; Yu, Shui
Sci China Inf Sci, 2022, 65(7): 170303
Keywords: AI security; adversarial sample; data poisoning; network intrusion detection; generative adversarial network
Cite as: Liu G R, Zhang W Z, Li X J, et al. VulnerGAN: a backdoor attack through vulnerability amplification against machine learning-based network intrusion detection systems. Sci China Inf Sci, 2022, 65(7): 170303, doi: 10.1007/s11432-021-3455-1

Special Focus on Cyber Security in the Era of Artificial Intelligence
RESEARCH PAPER Webpage Webpage-cn SpringerLink Google Scholar Cited in SCI: 3

Reliable resource allocation with RF fingerprinting authentication in secure IoT networks
Wu, Weiwei; Hu, Su; Lin, Di; Wu, Gang
Sci China Inf Sci, 2022, 65(7): 170304
Keywords: user authentication; Internet of things; convolutional neural network; RF fingerprinting; NP-hard optimization problem
Cite as: Wu W W, Hu S, Lin D, et al. Reliable resource allocation with RF fingerprinting authentication in secure IoT networks. Sci China Inf Sci, 2022, 65(7): 170304, doi: 10.1007/s11432-021-3284-y

Special Focus on Cyber Security in the Era of Artificial Intelligence
RESEARCH PAPER Webpage Webpage-cn SpringerLink Google Scholar Cited in SCI: 4

Defensive deception framework against reconnaissance attacks in the cloud with deep reinforcement learning
Li, Huanruo; Guo, Yunfei; Huo, Shumin; Hu, Hongchao; Sun, Penghao
Sci China Inf Sci, 2022, 65(7): 170305
Keywords: cyber deception defense; artificial intelligence; cloud security; reconnaissance attack; deep reinforcement learning; deception strategy
Cite as: Li H R, Guo Y F, Huo S M, et al. Defensive deception framework against reconnaissance attacks in the cloud with deep reinforcement learning. Sci China Inf Sci, 2022, 65(7): 170305, doi: 10.1007/s11432-021-3462-4

Special Focus on Cyber Security in the Era of Artificial Intelligence
RESEARCH PAPER Supplementary Webpage Webpage-cn SpringerLink Google Scholar Cited in SCI: 0

Certified defense against patch attacks via mask-guided randomized smoothing
Zhang, Kui; Zhou, Hang; Bian, Huanyu; Zhang, Weiming; Yu, Nenghai
Sci China Inf Sci, 2022, 65(7): 170306
Keywords: certified defense; adversarial patch; patch localization; randomized smoothing; joint voting
Cite as: Zhang K, Zhou H, Bian H Y, et al. Certified defense against patch attacks via mask-guided randomized smoothing. Sci China Inf Sci, 2022, 65(7): 170306, doi: 10.1007/s11432-021-3457-7

Special Focus on Cyber Security in the Era of Artificial Intelligence
LETTER Supplementary Webpage Webpage-cn SpringerLink Google Scholar Cited in SCI: 5

ACCEL: an efficient and privacy-preserving federated logistic regression scheme over vertically partitioned data
Zhao, Jiaqi; Zhu, Hui; Wang, Fengwei; Lu, Rongxing; Li, Hui; Zhou, Zhongmin; Wan, Haitao
Sci China Inf Sci, 2022, 65(7): 170307
Keywords: vertically federated learning; privacy-preserving; logistic regression; symmetric homomorphic encryption; efficiency
Cite as: Zhao J Q, Zhu H, Wang F W, et al. ACCEL: an efficient and privacy-preserving federated logistic regression scheme over vertically partitioned data. Sci China Inf Sci, 2022, 65(7): 170307, doi: 10.1007/s11432-021-3415-1

Special Focus on Cyber Security in the Era of Artificial Intelligence
LETTER Supplementary Webpage Webpage-cn SpringerLink Google Scholar Cited in SCI: 2

Post quantum secure fair data trading with deterability based on machine learning
Liu, Jinhui; Yu, Yong; Bi, Hongliang; Zhao, Yanqi; Wang, Shijia; Zhang, Huanguo
Sci China Inf Sci, 2022, 65(7): 170308
Keywords: designated verifier signatures; zk-SNARKs; double authentication preventing signatures; lattice; machine learning
Cite as: Liu J H, Yu Y, Bi H L, et al. Post quantum secure fair data trading with deterability based on machine learning. Sci China Inf Sci, 2022, 65(7): 170308, doi: 10.1007/s11432-021-3441-y