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Acknowledgements

AI Malware Guardian's detection models were trained using publicly available research datasets. We gratefully acknowledge the authors of these datasets and their contributions to the security research community. All datasets are used strictly in accordance with their respective licenses.

Open Research Datasets

COMISET

Full title: COMISET: Dataset for the analysis of malicious events in Windows systems

Authors: Pérez-Sánchez, A., Palacios, R., & López, G. (2025)

Institution: Comillas Pontifical University

DOI: 10.5281/zenodo.15375146

License: Creative Commons Attribution 4.0 International (CC BY 4.0)

Usage: COMISET was used to train the behavioral pattern detection component of AI Malware Guardian. The original dataset was not modified or redistributed — only derived model weights are incorporated into the product.

Citation:

Pérez-Sánchez, A., Palacios, R., & López, G. (2025). COMISET: Dataset for the
analysis of malicious events in Windows systems [Data set]. Zenodo.
https://doi.org/10.5281/zenodo.15375146

Binary-30K

Full title: Binary-30K: A Large-Scale Multi-Platform Binary Dataset for Machine Learning Research

Author: Bommarito, Michael J., II (2025)

Dataset: huggingface.co/datasets/mjbommar/binary-30k-tokenized

Paper: github.com/mjbommar/binary-bpe-paper

License: Creative Commons Attribution 4.0 International (CC BY 4.0)

Usage: Binary-30K was used to train the static PE file anomaly detection baseline model in AI Malware Guardian. The original dataset was not modified or redistributed — only derived model weights are incorporated into the product.

Citation:

@article{bommarito2025binary30k,
  title={Binary-30K: A Large-Scale Multi-Platform Binary Dataset for Machine Learning Research},
  author={Bommarito, Michael J., II},
  journal={arXiv preprint},
  year={2025},
  url={https://github.com/mjbommar/binary-bpe-paper}
}

License Texts

The Creative Commons Attribution 4.0 International license requires that attribution be provided when the licensed work is shared. The full text of the CC BY 4.0 license is available at creativecommons.org/licenses/by/4.0/legalcode.

Third-Party Software Notices

AI Malware Guardian is built using open-source software components. The following notices are provided to fulfill the requirements of each component's license. A complete NOTICES.txt file is also bundled alongside the application in the installation directory.

ONNX Runtime

Copyright © Microsoft Corporation. All rights reserved.

Licensed under the MIT License.

Source: github.com/microsoft/onnxruntime

Tauri

Copyright © 2019–2024 Tauri Programme within The Commons Conservancy.

Licensed under the MIT License or Apache License 2.0.

Source: github.com/tauri-apps/tauri

Additional Open-Source Components

This product also includes the following open-source libraries, each licensed under the MIT License and/or Apache License 2.0. Full copyright notices are listed in the bundled NOTICES.txt file.

  • ort (ONNX Runtime Rust bindings) — Copyright © 2024 pyke.io
  • tokio — Copyright © 2023 Tokio Contributors
  • serde / serde_json — Copyright © 2014 The Rust Project Developers
  • reqwest — Copyright © 2016 Sean McArthur
  • windows-rs — Copyright © Microsoft Corporation
  • RustCrypto (aes-gcm, hmac, hkdf, sha2) — Copyright © 2018–2024 RustCrypto Developers
  • rand — Copyright © 2018–2024 The Rand Project Developers
  • ndarray — Copyright © 2015–2021 The ndarray developers
  • anyhow — Copyright © 2019 David Tolnay
  • chrono — Copyright © 2014 Kang Seonghoon and contributors
  • uuid — Copyright © 2013–2018 The Rust Project Developers
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