Compared to the feature defense method based on WGAN, it decreases the classification accuracy by 9.15% under the Panchenko attack, effectively enhancing the ...
Features used for model training · SA-WGAN Based Optimization Method for Network Traffic Feature Camouflage. Article. Full-text available. Jan 2024.
SA-WGAN-Based Optimization Method for Network Traffic Feature Camouflage. IEEE Access. 2024 | Journal article. DOI: 10.1109/ACCESS.2024.3441034.
This work proposes a dynamic traffic camouflaging technique, coined FlowGAN, to dynamically morph traffic feature as another “normal” network flow to bypass ...
Sep 22, 2024 · Qingjie Zhang , Xiaoying Wang , Chunhui Li : SA-WGAN-Based Optimization Method for Network Traffic Feature Camouflage. IEEE Access 12 ...
A novel traffic masking method to protect the identity of applications that generate network traffic from classification by adversarial Internet traffic ...
This paper aims to solve the problem of extracting and reproducing the features of camouflage spots by means of the strong distribution fitting ability of GAN ...
To overcome these shortcomings, we propose RUDOLF, an efficient and adaptive WF defense based on the soft actor-critic (SAC) algorithm of reinforcement learning ...
Jun 10, 2021 · A game method of “cognitive deception” is proposed, which is aimed at eliminating the anomaly of traffic in both behavioral and cognitive dimensions.
The act of website fingerprinting, which involves monitoring traffic features ... SA-WGAN-Based Optimization Method for Network Traffic Feature Camouflage ...