Skip to content

publications

Peer-reviewed articles, conference papers and book chapters.

Also on Google Scholar.

16publications7journal6conference & workshop2preprints1book chapter

2026

  1. Attacking Medical Vision-Language Models with Query-Based Zero-Order Optimization
    M. Griot
    ICML 2026 Workshop Trustworthy AI for Good (AI4GOOD) Workshop @ ICML 2026 2026
    paper

    Griot, M. (2026). "Attacking Medical Vision-Language Models with Query-Based Zero-Order Optimization." Trustworthy AI for Good (AI4GOOD) Workshop @ ICML 2026.

  2. Compress-Distill: Reasoning Trace Compression for Efficient Knowledge Distillation
    M. Griot, P. S. Scotti, and T. M. Abraham
    arXiv arXiv preprint arXiv:2606.05988 2026
    paper

    Griot, M., Scotti, P. S., & Abraham, T. M. (2026). "Compress-Distill: Reasoning Trace Compression for Efficient Knowledge Distillation." arXiv preprint arXiv:2606.05988.

  3. torchtune: PyTorch native post-training library
    M. Obozov, M. Griot, J. Cummings, E. Smothers, F. Mello, R. Ayub, P. J. Bontrager, S. Mohammadi, A. Kwiatkowski, N. Azrak, and M. Mironenco
    arXiv arXiv preprint arXiv:2605.21442 2026
    papercode

    Obozov, M., Griot, M., Cummings, J., Smothers, E., Mello, F., Ayub, R., Bontrager, P. J., Mohammadi, S., Kwiatkowski, A., Azrak, N., & Mironenco, M. (2026). "torchtune: PyTorch native post-training library." arXiv preprint arXiv:2605.21442.

  4. Medmarks: An Open-Source LLM Benchmark Suite for Medical Tasks
    B. Warner, R. S. Grandhi, M. Kieffer, …, M. Griot, …, P. S. Scotti, and T. M. Abraham (35 authors)
    ICML 2026 Workshop ICML 2026 Workshop on Multi-modal Foundation Models and Large Language Models for Life Sciences 2026
    paper

    Warner, B., Grandhi, R. S., Kieffer, M., et al., Griot, M., et al., Scotti, P. S., & Abraham, T. M. (2026). "Medmarks: An Open-Source LLM Benchmark Suite for Medical Tasks." ICML 2026 Workshop on Multi-modal Foundation Models and Large Language Models for Life Sciences.

  5. Implémentation d'un chatbot dans le dossier patient informatisé
    M. Griot, A. Irrthum, J. Vanderdonckt, and D. Yuksel
    Proceedings Actes de la journée d'étude sur l'utilisation des LLM à l'hôpital 2026
    paper

    Griot, M., Irrthum, A., Vanderdonckt, J., & Yuksel, D. (2026). "Implémentation d'un chatbot dans le dossier patient informatisé." Actes de la journée d'étude sur l'utilisation des LLM à l'hôpital.

  6. MedRiskEval: Medical risk evaluation benchmark of language models, on the importance of user perspectives in healthcare settings
    J.-P. Corbeil, M. Kim, M. Griot, S. Agarwal, A. Sordoni, F. Beaulieu, and P. Vozila
    EACL 2026 Proceedings of the 19th Conference of the European Chapter of the ACL (EACL 2026), Industry Track 2026
    paper

    Corbeil, J.-P., Kim, M., Griot, M., Agarwal, S., Sordoni, A., Beaulieu, F., & Vozila, P. (2026). "MedRiskEval: Medical risk evaluation benchmark of language models, on the importance of user perspectives in healthcare settings." Proceedings of the 19th Conference of the European Chapter of the Association for Computational Linguistics (Volume 5: Industry Track), 513–524.

  7. A Methodology for Developing and Integrating Large Language Models into Electronic Health Records to Support Clinical Workflows
    M. Griot
    PhD thesis Université Catholique de Louvain — Doctoral Thesis 2026
    paper

    Griot, M. (2026). "A Methodology for Developing and Integrating Large Language Models into Electronic Health Records to Support Clinical Workflows." Doctoral Thesis, Université Catholique de Louvain.

2025

  1. Implementation of large language models in electronic health records
    M. Griot, J. Vanderdonckt, and D. Yuksel
    PLOS Digit Health PLOS Digital Health 2025
    paper

    Griot, M., Vanderdonckt, J., & Yuksel, D. (2025). "Implementation of large language models in electronic health records." PLOS Digital Health, 4(12), e0001141.

  2. A hybrid deployment model for generative artificial intelligence in hospitals
    M. Griot, C. Hemptinne, J. Vanderdonckt, and D. Yuksel
    ML: Health Machine Learning: Health 2025
    paper

    Griot, M., Hemptinne, C., Vanderdonckt, J., & Yuksel, D. (2025). "A hybrid deployment model for generative artificial intelligence in hospitals." Machine Learning: Health, 1(1), 013001.

  3. Pattern recognition or medical knowledge? The problem with multiple-choice questions in medicine
    M. Griot, J. Vanderdonckt, D. Yuksel, and C. Hemptinne
    ACL 2025SAC Highlight Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) 2025
    paper

    Griot, M., Vanderdonckt, J., Yuksel, D., & Hemptinne, C. (2025). "Pattern recognition or medical knowledge? The problem with multiple-choice questions in medicine." Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (ACL).

  4. A patient-in-the-loop approach to artificial intelligence in medicine
    M. F. Griot and G. A. Walker
    JAMA Netw Open JAMA Network Open 2025
    paper

    Griot, M. F., & Walker, G. A. (2025). "A patient-in-the-loop approach to artificial intelligence in medicine." JAMA Network Open, 8(6), e2514460.

  5. Physician in the Loop Design of Interactive Agents
    M. Griot, J. Vanderdonckt, D. Yuksel, and C. Hemptinne
    EICS Workshop Engineering Interactive Computer Systems (EICS 2024 International Workshops) 2025
    paper

    Griot, M., Vanderdonckt, J., Yuksel, D., & Hemptinne, C. (2025). "Physician in the Loop Design of Interactive Agents." In Engineering Interactive Computer Systems. EICS 2024 International Workshops (LNCS 15518, pp. 94–109). Springer.

  6. Large language models lack essential metacognition for reliable medical reasoning
    M. Griot, C. Hemptinne, J. Vanderdonckt, and D. Yuksel
    Nat Commun Nature Communications 2025
    paper

    Griot, M., Hemptinne, C., Vanderdonckt, J., & Yuksel, D. (2025). "Large language models lack essential metacognition for reliable medical reasoning." Nature Communications, 16(1), 642.

  7. La régulation de l'utilisation de l'intelligence artificielle en milieu hospitalier
    A. Gobert, M. Rappe, and M. Griot
    Book chapter Droit hospitalier: décodage juridique au départ des réalités hospitalières 2025
    paper

    Gobert, A., Rappe, M., & Griot, M. (2025). "La régulation de l'utilisation de l'intelligence artificielle en milieu hospitalier." In Droit hospitalier: décodage juridique au départ des réalités hospitalières.

2024

  1. Impact of high-quality, mixed-domain data on the performance of medical language models
    M. Griot, C. Hemptinne, J. Vanderdonckt, and D. Yuksel
    JAMIA Journal of the American Medical Informatics Association (JAMIA) 2024
    paper

    Griot, M., Hemptinne, C., Vanderdonckt, J., & Yuksel, D. (2024). "Impact of high-quality, mixed-domain data on the performance of medical language models." Journal of the American Medical Informatics Association, 31(9), 1875–1883.

  2. MetaMedQA benchmark
    M. Griot, C. Hemptinne, J. Vanderdonckt, and D. Yuksel
    Dataset Zenodo 2024
    paper

    Griot, M., Hemptinne, C., Vanderdonckt, J., & Yuksel, D. (2024). "MetaMedQA benchmark." Zenodo.

No publications match this filter.