Datasets › 5GAD-2022

5GAD-2022 (5G attack detection dataset)

Introduced by Cooper Coldwell et al. in Machine Learning 5G Attack Detection in Programmable Logic4 Dec 2022 archive 2025-07-28

This dataset contains two types of intercepted network packets: "normal" network traffic packets (i.e. a variety of non-malicious traffic types) and "attack" packets from attacks against a 5G Core implemented with free5GC. The captures were collected using tshark or Wireshark on 4 different network interfaces within the 5G core. Those interfaces and where they sit within the system are outlined in the 5GNetworkDiagram figure. Files that start with "allcap" contain packets that were recorded on all four interfaces simultaneously; other *.pcapng files represent the same data that has been broken out into one of the four interfaces.

Benchmarks archive 2025-07-28

All 1 leaderboard whose dataset resolves to this page shown (sort by any header). "First row" is the archive's own first row at snapshot, in the archive's row order; nothing here re-ranks and metric direction is not asserted.

First row (archive order)PaperCode
Low-latency processing 5GAD-2022 AE Latency, ms 0.236 Machine Learning 5G Attack Detection in Programmable Logic IdahoLabResearch/5GAD 2 Compare

Papers archive 2025-07-28

1 shown of 1 paper with a leaderboard row on this dataset's benchmarks, newest first. The archive's own "papers using this dataset" list was never published, so this is the benchmark-backed subset; the archive's count for this dataset is 1. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.

DateSamples run Syntology
Machine Learning 5G Attack Detection in Programmable Logic 1 2 4 Dec 2022 not harvested

Dataset loaders archive 2025-07-28

No loader listed in the archive.

Tasks archive 2025-07-28

License archive 2025-07-28

MIT

Modalities archive 2025-07-28

No modality tagged.

Languages archive 2025-07-28

No language tagged.

Variants archive 2025-07-28

  • 5GAD-2022

1 variant name, as the archive lists them.

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