cs.NI · 2026-09-03 · No. 104

Networking and Internet Architecture, 2026-09-03.

2 new papers in cs.NI. Titles, authors, abstracts. Links to arXiv. Want this in your inbox every morning? Subscribe →

01 — The papers

2 entries
  1. 01

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

    Sizhe Huang, Shujie Yang

    cs.NI · cs.LG

    Encrypted traffic classification infers semantics beyond the flow record from transport-layer observables, and supervised training rests on labels that hold for the individual flow they are attached to. Recent systematizations scrutinize model in- puts and data splits; we systematize the complementary label side. Across 14 audited benchmark entries, we identify two recurring label-side strategies: coarse inheritance, which risks labelling...

    arxiv.org/abs/2609.02140 · PDF

  2. 02

    Network-Aware Forecasting on Wireless Access Points

    Niloo Bahadori, Swadhin Pradhan, Peiman Amini

    cs.NI · cs.LG

    Enterprise wireless access points (APs) are promising platforms for predictive machine learning (ML), but their primary responsibility remains providing wireless connectivity and network services. Predictive inference must therefore share an AP's CPU and memory with packet processing, Wi-Fi and IoT radio operations, and client management. This resource contention creates two risks: a model that performs well on proxy hardware may be too slow...

    arxiv.org/abs/2609.01957 · PDF

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