MQTT flow-tool choice changes clustering across public datasets
More than 380,000 flows from four datasets were built with Zeek-flowmeter, Argus, and NTLFlowLyzer, and no tool won every test.
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More than 380,000 flows from four datasets were built with Zeek-flowmeter, Argus, and NTLFlowLyzer, and no tool won every test.
MAppPrint fingerprints mobile apps from encrypted traffic using behavior graphs, including concurrent apps.

Cloudflare says Yandex outages cut search crawling while malicious cloud bots mostly moved elsewhere.
An intersection attack on Tor's long-lived introduction circuits located a test onion service in a median 2.2 hours.
A causal IoT traffic-camouflage defense cuts fingerprinting Macro-F1 by up to 43.5% with limited bandwidth cost.
Researchers show naively composing unidirectional fully encrypted protocols is detectable and construct provably secure bidirectional FEPs, validated in Rust.
Researchers show HTTP/2 features can emulate website fingerprinting defenses like FRONT and Tamaraw with tunable privacy-overhead trade-offs.
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