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A survey on encrypted network traffic analysis applications, techniques, and countermeasures
The adoption of network traffic encryption is continually growing. Popular applications use
encryption protocols to secure communications and protect the privacy of users. In addition …
encryption protocols to secure communications and protect the privacy of users. In addition …
When machine learning meets privacy in 6G: A survey
The rapid-develo** Artificial Intelligence (AI) technology, fast-growing network traffic, and
emerging intelligent applications (eg, autonomous driving, virtual reality, etc.) urgently …
emerging intelligent applications (eg, autonomous driving, virtual reality, etc.) urgently …
Fs-net: A flow sequence network for encrypted traffic classification
C Liu, L He, G **ong, Z Cao, Z Li - IEEE INFOCOM 2019-IEEE …, 2019 - ieeexplore.ieee.org
With more attention paid to user privacy and communication security, the volume of
encrypted traffic rises sharply, which brings a huge challenge to traditional rule-based traffic …
encrypted traffic rises sharply, which brings a huge challenge to traditional rule-based traffic …
Mobile encrypted traffic classification using deep learning: Experimental evaluation, lessons learned, and challenges
The massive adoption of hand-held devices has led to the explosion of mobile traffic
volumes traversing home and enterprise networks, as well as the Internet. Traffic …
volumes traversing home and enterprise networks, as well as the Internet. Traffic …
Accurate decentralized application identification via encrypted traffic analysis using graph neural networks
Decentralized Applications (DApps) are increasingly developed and deployed on
blockchain platforms such as Ethereum. DApp fingerprinting can identify users' visits to …
blockchain platforms such as Ethereum. DApp fingerprinting can identify users' visits to …
Peek-a-boo: I see your smart home activities, even encrypted!
A myriad of IoT devices such as bulbs, switches, speakers in a smart home environment
allow users to easily control the physical world around them and facilitate their living styles …
allow users to easily control the physical world around them and facilitate their living styles …
FlowPic: A generic representation for encrypted traffic classification and applications identification
Identifying the type of a network flow or a specific application has many advantages, such
as, traffic engineering, or to detect and prevent application or application types that violate …
as, traffic engineering, or to detect and prevent application or application types that violate …
Robust smartphone app identification via encrypted network traffic analysis
The apps installed on a smartphone can reveal much information about a user, such as their
medical conditions, sexual orientation, or religious beliefs. In addition, the presence or …
medical conditions, sexual orientation, or religious beliefs. In addition, the presence or …
Appscanner: Automatic fingerprinting of smartphone apps from encrypted network traffic
Automatic fingerprinting and identification of smartphone apps is becoming a very attractive
data gathering technique for adversaries, network administrators, investigators and …
data gathering technique for adversaries, network administrators, investigators and …
Tfe-gnn: A temporal fusion encoder using graph neural networks for fine-grained encrypted traffic classification
Encrypted traffic classification is receiving widespread attention from researchers and
industrial companies. However, the existing methods only extract flow-level features, failing …
industrial companies. However, the existing methods only extract flow-level features, failing …