Special Topic: XAI-Enabled Network Automation for 5G and Beyond: Move Closer to Zero-Touch
RESEARCH PAPER Webpage Webpage-cn SpringerLink Google Scholar

Scenarios analysis and performance assessment of blockchain integrated in 6G scenarios
Li B, Cheng G J, Gao H H, et al
Sci China Inf Sci, 2024, 67(7): 170301
Keywords: blockchain; distributed ledger technology; DLT; 6G; performance assessment; 6G scenarios analysis; transaction arrival rate
Cite as: Li B, Cheng G J, Gao H H, et al. Scenarios analysis and performance assessment of blockchain integrated in 6G scenarios. Sci China Inf Sci, 2024, 67(7): 170301, doi: 10.1007/s11432-023-4054-5

Special Topic: XAI-Enabled Network Automation for 5G and Beyond: Move Closer to Zero-Touch
RESEARCH PAPER Webpage Webpage-cn SpringerLink Google Scholar

Explainable-AI-based two-stage solution for WSN object localization using zero-touch mobile transceivers
Fang K, Chen J X, Zhu H, et al
Sci China Inf Sci, 2024, 67(7): 170302
Keywords: explainable AI; object localization; semidefinite relaxation; mobile transceiver; two-stage solution; closed-form solution
Cite as: Fang K, Chen J X, Zhu H, et al. Explainable-AI-based two-stage solution for WSN object localization using zero-touch mobile transceivers. Sci China Inf Sci, 2024, 67(7): 170302, doi: 10.1007/s11432-023-3968-9

Special Topic: XAI-Enabled Network Automation for 5G and Beyond: Move Closer to Zero-Touch
RESEARCH PAPER Webpage Webpage-cn SpringerLink Google Scholar

XRL-SHAP-Cache: an explainable reinforcement learning approach for intelligent edge service caching in content delivery networks
Xu X L, Wu F, Bilal M, et al
Sci China Inf Sci, 2024, 67(7): 170303
Keywords: deep reinforcement learning; DRL; explainable artificial intelligence; XAI; multi-level cache; content delivery network; CDN; D3QN algorithm; Deep-SHAP
Cite as: Xu X L, Wu F, Bilal M, et al. XRL-SHAP-Cache: an explainable reinforcement learning approach for intelligent edge service caching in content delivery networks. Sci China Inf Sci, 2024, 67(7): 170303, doi: 10.1007/s11432-023-3987-y

Special Topic: XAI-Enabled Network Automation for 5G and Beyond: Move Closer to Zero-Touch
RESEARCH PAPER Webpage Webpage-cn SpringerLink Google Scholar

HEN: a novel hybrid explainable neural network based framework for robust network intrusion detection
Wei W, Chen S J, Chen C, et al
Sci China Inf Sci, 2024, 67(7): 170304
Keywords: explainable artificial intelligence; light gradient boosting machine; machine learning; network intrusion detection; Shapley additive explanation; hybrid explainable neural network; HEN
Cite as: Wei W, Chen S J, Chen C, et al. HEN: a novel hybrid explainable neural network based framework for robust network intrusion detection. Sci China Inf Sci, 2024, 67(7): 170304, doi: 10.1007/s11432-023-4067-x

Special Topic: XAI-Enabled Network Automation for 5G and Beyond: Move Closer to Zero-Touch
RESEARCH PAPER Webpage Webpage-cn SpringerLink Google Scholar

Path signature-based XAI-enabled network time series classification
Sun L, Wang Y Y, Ren Y J, et al
Sci China Inf Sci, 2024, 67(7): 170305
Keywords: network time series classification; explainable artificial intelligence; path signature; automated network management; recurrent neural network
Cite as: Sun L, Wang Y Y, Ren Y J, et al. Path signature-based XAI-enabled network time series classification. Sci China Inf Sci, 2024, 67(7): 170305, doi: 10.1007/s11432-023-3978-y

Special Topic: XAI-Enabled Network Automation for 5G and Beyond: Move Closer to Zero-Touch
RESEARCH PAPER Webpage Webpage-cn SpringerLink Google Scholar

Adaptive 5G-and-beyond network-enabled interpretable federated learning enhanced by neuroevolution
Cao B, Zhao J W, Liu X, et al
Sci China Inf Sci, 2024, 67(7): 170306
Keywords: 5G-and-beyond network; interpretable federated learning; mobile telemedicine system; fuzzy rough set theory; neuroevolution
Cite as: Cao B, Zhao J W, Liu X, et al. Adaptive 5G-and-beyond network-enabled interpretable federated learning enhanced by neuroevolution. Sci China Inf Sci, 2024, 67(7): 170306, doi: 10.1007/s11432-023-4011-4