Results 81 to 90 of about 21,088 (211)

Traffic concealed data detection method based on contrastive learning and pre-trained Transformer

Tongxin xuebao
To solve the problems of characterizing representing massive encrypted traffic, perceiving malicious behaviors, and identifying the ownership of privacy data, a traffic concealed data detection method was proposed based on contrastive learning and pre ...
HE Shuai, ZHANG Jingchao, XU Di, JIANG Shuai, GUO Xiaowei, FU Cai   +5 more
doaj  

GAT-CNN Method for Encrypted Malicious Traffic Detection and Classification

This paper proposes a Graph Attention based Convolutional Neural Network (GAT-CNN) for encrypted malicious traffic classification and detection, which improves the performance of network encrypted malicious traffic detection, recognition, and classification.
Yanan Liu, Suhao Wang, Zheng Zhang, Tianhao Hou, Pengfei Wang, Shuo Qiu, Lejun Ma   +6 more
openaire   +1 more source

LSTM guided homomorphic encryption for threat-resistant IoT networks. [PDF]

Discov Comput
Kumar S, Deora SS, Kumar T, Sharma P, Cheng X, Garg V.   +5 more
europepmc   +1 more source

Privacy protection method for ADS-B air traffic control data based on convolutional neural network and symmetric encryption. [PDF]

Front Big Data
Ma C, Jia R, Lou J, Wang M.
europepmc   +1 more source

FedGraphHE: A privacy-preserving federated graph neural network framework with dynamic homomorphic encryption and robust aggregation. [PDF]

PLoS One
Zuo A, Feng Z, Ping Y, Tao S, Sun H, Chen Y.   +5 more
europepmc   +1 more source

Encrypted traffic classification encoder based on lightweight graph representation. [PDF]

Sci Rep
Chen Z, Wei X, Wang Y.
europepmc   +1 more source

Anomaly detection in encrypted network traffic using self-supervised learning. [PDF]

Sci Rep
Sattar S, Khan S, Khan MI, Akhmediyarova A, Mamyrbayev O, Kassymova D, Oralbekova D, Alimkulova J.   +7 more
europepmc   +1 more source

Malicious user classification in cognitive 5G networks using novel improved bidirectional encoder representations from transformers model. [PDF]

Sci Rep
S S, Malligeswari N, Graf FT, Murugan V.
europepmc   +1 more source

A privacy preserving intrusion detection framework for IIoT in 6G networks using homomorphic encryption and graph neural networks. [PDF]

Sci Rep
Hua B, Xi H.
europepmc   +1 more source

EnDuSecFed: an ensemble approach for privacy preserving Federated Learning with dual-security framework for sustainable healthcare. [PDF]

Front Big Data
Shrimali B, Gajjar J, Roy S, Patel S, Patel K, Naik RR.   +5 more
europepmc   +1 more source