GDNet v0.1.0 technical report
#1
by luping123 - opened
The technical report for these weights is now available:
https://github.com/lupingQAQ/gdnet/blob/main/paper/GDNet.pdf
It covers the whole release:
- 18 security products and services named from the first five packets of a flow, plus an explicit unknown class.
- Four Gated DeltaNet arms at 2.86M parameters each, 11.44M for the ensemble, 46 MB on disk, 42 KB C probe.
- 0.8787 product accuracy, 0.9245 tier accuracy and 0.9784 gate AUROC on a 503-flow test split; all 18 unknown-product bins rejected at a fixed threshold of 0.1041.
- An exact byte-level audit of six public traffic benchmarks covering 250,072 flows. Five of them share roughly 80% of their test flows with their training splits; ISCXTor2016 shares none. Deduplicated numbers are reported next to the originals.
The limits are in Section VI-D and are not buried: flow-level split with one session per class, a single capture environment, no CPU path, training code not released, closed label set of 18.
Code and weights are Apache-2.0 at tag v0.1.0.