mlsanityData to 14 Oct 2026

NetSecBed: A Container-Native Testbed for Reproducible Cybersecurity Experimentation

arXiv 2604.04121 ↗First posted 5 Apr 2026cs.CR cs.AI cs.NIcited by 0

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Abstract (arXiv)

Cybersecurity research increasingly depends on reproducible evidence, such as traffic traces, logs, and labeled datasets, yet most public datasets remain static and offer limited support for controlled re-execution and traceability, especially in heterogeneous multi-protocol environments. This paper presents NetSecBed, a container-native, scenario-oriented testbed for reproducible generation of network traffic evidence and execution artifacts under controlled conditions, particularly suitable for IoT, IIoT, and pervasive multi-protocol environments. The framework integrates 60 attack scenarios, 9 target services, and benign traffic generators as single-purpose containers, enabling plug-and-play extensibility and traceability through declarative specifications. Its pipeline automates parametrized execution, packet capture, log collection, service probing, feature extraction, and dataset consolidation. The main contribution is a repeatable, auditable, and extensible framework for cybersecurity experimentation that reduces operational bias and supports continuous dataset generation.

Key facts. No citing papers in the map yet (data through 14 Oct 2026). Builds on 3 of its 18 references that are in the map. First posted on arXiv 5 Apr 2026.

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3 of 18 references.

References · 3

  1. 2021Man-in-The-Middle Attacks and Defense in a Power System Cyber-Physical Testbedcited by 6
  2. 2022Gotham Testbed: a Reproducible IoT Testbed for Security Experiments and Dataset Generationcited by 2
  3. 2023SoK: The MITRE ATT&CK Framework in Research and Practicecited by 1

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