Stefan Brunner

Projects

• certAInty – A Certification Scheme for AI systems / Team member / laufend
• Machine Protection and Autonomous Predictive Interlock System / Team member / laufend

Publications

• Billeter, Yann; Denzel, Philipp; Chavarriaga, Ricardo; Forster, Oliver; Schilling, Frank-Peter; Brunner, Stefan; Frischknecht-Gruber, Carmen; Reif, Monika Ulrike; Weng, Joanna,

  2024.

  MLOps as enabler of trustworthy AI [paper].

  In:

  2024 11th IEEE Swiss Conference on Data Science (SDS).

  11th IEEE Swiss Conference on Data Science (SDS), Zurich, Switzerland, 30-31 May 2024.

  IEEE.

  pp. 37-40.

  Available from: https://doi.org/10.1109/SDS60720.2024.00013

• Denzel, Philipp; Brunner, Stefan; Billeter, Yann; Forster, Oliver; Frischknecht-Gruber, Carmen; Reif, Monika Ulrike; Schilling, Frank-Peter; Weng, Joanna; Chavarriaga, Ricardo; Amini, Amin; Repetto, Marco; Iranfar, Arman,

  2024.

  Towards the certification of AI-based systems [paper].

  In:

  2024 11th IEEE Swiss Conference on Data Science (SDS).

  11th IEEE Swiss Conference on Data Science (SDS), Zurich, Switzerland, 30-31 May 2024.

  IEEE.

  pp. 84-91.

  Available from: https://doi.org/10.1109/SDS60720.2024.00020

• Brunner, Stefan; Reif, Monika Ulrike; Senn, Christoph,

  2024.

  Deep Ensemble Novelty Detection : novelty detection and fault identification in multivariate data [paper].

  In:

  Yang, XS.; Sherratt, S.; Dey, N.; Joshi, A., eds.,

  Proceedings of Ninth International Congress on Information and Communication Technology.

  9th International Congress on Information and Communication Technology (ICICT), London, United Kindom, 19-22 February 2024.

  Singapore:

  Springer.

  pp. 443-461.

  Lecture Notes in Networks and Systems ; 1003.

  Available from: https://doi.org/10.1007/978-981-97-3302-6_36

• Weng, Joanna; Denzel, Philipp; Reif, Monika Ulrike; Schilling, Frank-Peter; Billeter, Yann; Frischknecht-Gruber, Carmen; Brunner, Stefan; Chavarriaga, Ricardo; Repetto, Marco; Iranfar, Arman,

  2024.

  Certification scheme for artificial intelligence based systems [paper].

  In:

  34th European Safety and Reliability Conference (ESREL), Cracow, Poland, 23-27 June 2024.

  ZHAW Zürcher Hochschule für Angewandte Wissenschaften.

  Available from: https://doi.org/10.21256/zhaw-30549

• Brunner, Stefan; Reif, Monika Ulrike; Rejzek, Martin,

  2024.

  Improving resilience and robustness in artificial intelligence systems through adversarial training and verification [paper].

  In:

  Kołowrocki, Krzysztof; Dąbrowska, Ewa, eds.,

  Advances in Reliability, Safety and Security, Part 4.

  34th European Safety and Reliability Conference (ESREL), Cracow, Poland, 23-27 June 2024.

  Gdynia:

  Polish Safety and Reliability Association.

  pp. 39-48.

  Available from: https://doi.org/10.21256/zhaw-30985

• Brunner, Stefan; Frischknecht-Gruber, Carmen; Reif, Monika Ulrike; Weng, Joanna,

  2023.

  A comprehensive framework for ensuring the trustworthiness of AI systems [paper].

  In:

  Brito, Mário P.; Aven, Terje; Baraldi, Piero; Čepin, Marko; Zio, Enrico, eds.,

  Proceeding of the 33rd European Safety and Reliability Conference.

  33rd European Safety and Reliability Conference (ESREL), Southampton, United Kingdom, 3-7 September 2023.

  Singapore:

  Research Publishing.

  pp. 2772-2779.

  Available from: https://doi.org/10.3850/978-981-18-8071-1_P230-cd

• Brunner, Stefan; Frischknecht-Gruber, Carmen; Reif, Monika Ulrike; Senn, Christoph,

  2022.

  Deep Gaussian mixture model : a novelty detection method for time series [paper].

  In:

  Leva, Maria Chiara; Patelli, Edoardo; Podofillini, Luca; Wilson, Simon, eds.,

  Proceedings of the 32nd European Safety and Reliability Conference.

  32nd European Safety and Reliability Conference (ESREL 2022), Dublin, Ireland, 28 August - 1 September 2022.

  Singapore:

  Research Publishing.

  pp. 1291-1298.

  Available from: https://doi.org/10.3850/978-981-18-5183-4_R22-12-325-cd

• Denzel, Philipp; Brunner, Stefan; Luley, Paul-Philipp; Frischknecht-Gruber, Carmen; Reif, Monika Ulrike; Schilling, Frank-Peter; Amini, Amin; Repetto, Marco; Iranfar, Arman; Weng, Joanna; Chavarriaga, Ricardo,

  2023.

  A framework for assessing and certifying explainability of health-oriented AI systems.

  In:

  Explainable AI in Medicine Workshop, Lugano, Switzerland, 2-3 November 2023.

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