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Shu-Jie Yang

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#machine learning Preprint Sep 2026

SoK: Where Do Flow Labels Come From? Auditing Label Provenance in Encrypted Traffic Benchmarks

Across 14 audited benchmark entries, this work identifies two recurring label-side strategies: coarse inheritance, which risks labelling flows the evidence does not cover, and overstrict filtering, which keeps only self-attesting flows and risks dis- carding relevant ones.

Si-Zhe Huang, Shu-Jie Yang · 1 citation