DDP-DAR: Network intrusion detection based on denoising diffusion probabilistic model and dual-attention residual network

Unpaired Image-to-Image Translation Using Cycle-Consistent Adversarial Networks

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Computing, Computer Science, Computer Vision +9

A bidirectional LSTM deep learning approach for intrusion detection

Yakubu Imrana, Yanping Xiang, Liaqat Ali et al. · Expert Systems with Applications · 2021 · 407 citations

Computing, Computer Science, Cybersecurity +14

Deep learning methods in network intrusion detection: A survey and an objective comparison

Sunanda Gamage, Jagath Samarabandu · Journal of Network and Computer Applications · 2020 · 366 citations

Computing, Computer Engineering, Computer Science +14

A systematic literature review of methods and datasets for anomaly-based network intrusion detection

Zhen Yang, Xiaodong Liu, Tong Li et al. · Computers & Security · 2022 · 334 citations · Full text

Computing, Computer Engineering, Computer Science +15

Dynamically Weighted Balanced Loss: Class Imbalanced Learning and Confidence Calibration of Deep Neural Networks

K. Ruwani M. Fernando, Chris P. Tsokos · IEEE Transactions on Neural Networks and Learning Systems · 2021 · 312 citations · Full text

Computing, Computer Science, Artificial Intelligence +16