Reproducibility

Platform version, dataset version, sandbox image digest, and experiment identifiers appear together on every published result summary.

• Specimen hash lists for every dataset version.
• Feature extraction code and version.
• Training configuration, seeds, and hardware notes.
• Model artefacts where licensing and safety allow.
• Evaluation scripts and the exact data splits.

Live malware is not redistributed. Datasets are published as hash lists and derived features, so other researchers can obtain the same specimens from the original repositories under those repositories' terms.