Dr. Philipp Denzel
Dr. Philipp Denzel
ZHAW
School of Engineering
Technikumstrasse 71
8400 Winterthur
Work at ZHAW
Position
Machine Learning Researcher, Centre for Artificial Intelligence (CAI)
Focus
- Artificial Intelligence, Machine Learning, Deep Learning, Computer Vision
- Generative Deep Learning, Computational Astrophysics, Cosmology
- Responsible & Trustworthy AI, Explainable AI
Professional development teaching
Experience
Research Assistant
Institute for Computational Science (UZH)
2016 - 2021
Education and Continuing education
Education
- PhD / Physics
University of Zurich
2016 - 2021 - Msc / Computational Science
University of Zurich
2014 - 2016 - Bsc / Physics (Informatics Minor)
University of Zurich
2010 - 2014
Network
ORCID digital identifier
Social media
Projects
- certAInty – A Certification Scheme for AI systems / Team member / abgeschlossen
- Square Kilometre Array: Mock-observations via generative deep learning / Team member / abgeschlossen
Publications
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Frischknecht-Gruber, Carmen; Denzel, Philipp; Reif, Monika; Billeter, Yann; Brunner, Stefan; Forster, Oliver; Schilling, Frank-Peter; Weng, Joanna; Chavarriaga, Ricardo; et al.,
2025.
AI assessment in practice : implementing a certification scheme for AI trustworthiness [paper].
In:
Görge, Rebekka; Haedecke, Elena; Poretschkin, Maximilian; Schmitz, Anna, eds.,
Symposium on Scaling AI Assessments (SAIA 2024).
Symposium on Scaling AI Assessments (SAIA 2024), Cologne, Germany, 30 September - 1 October 2024.
Schloss Dagstuhl – Leibniz-Zentrum für Informatik.
pp. 15:1-15:18.
Open Access Series in Informatics (OASIcs) ; 126.
Available from: https://doi.org/10.4230/OASIcs.SAIA.2024.15
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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
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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
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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
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Frischknecht-Gruber, Carmen; Denzel, Philipp; Forster, Oliver; Billeter, Yann; Iranfar, Arman; Repetto, Marco; Reif, Monika Ulrike; Schilling, Frank-Peter; Weng, Joanna; Chavarriaga, Ricardo,
2025.
In:
AI Days @ HES-SO, Geneva and Lausanne, Switzerland, 27–29 January 2025.
ZHAW Zürcher Hochschule für Angewandte Wissenschaften.
Available from: https://doi.org/10.21256/zhaw-32422
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Bianco, Michele; Giri, Sambit. K.; Sharma, Rohit; Chen, Tianyue; Krishna, Shreyam Parth; Finlay, Chris; Nistane, Viraj; Denzel, Philipp; De Santis, Massimo; Ghorbel, Hatem,
2024.
arXiv.
Available from: https://doi.org/10.48550/arxiv.2408.16814
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Denzel, Philipp; Schilling, Frank-Peter; Gavagnin, Elena,
2023.
Map-to-map translation for SKA mock observations and cosmological simulations [poster].
In:
Hammers & Nails 2023 - Swiss Edition, Ascona, Switzerland, 29 October - 3 November 2023.
Winterthur:
ZHAW Zürcher Hochschule für Angewandte Wissenschaften.
Available from: https://doi.org/10.21256/zhaw-29047
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Denzel, Philipp Benedikt; Schilling, Frank-Peter; Gavagnin, Elena,
2023.
Deep learning the SKA : the Square Kilometer Array project [poster].
In:
Datalab Symposium, Winterthur, Schweiz, 11. Januar 2023.
ZHAW Zürcher Hochschule für Angewandte Wissenschaften.
Available from: https://doi.org/10.21256/zhaw-27219
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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.
Publications before appointment at the ZHAW
- Bridging the gap between simply parametrized and free-form pixellated models of galaxy lenses: The case of WFI 2033-4723 quad. The Open Journal of Astrophysics, 4
- The lens SW05 J143454.4+522850: A fossil group at redshift 0.6? Monthly Notices of the Royal Astronomical Society, 506(2), 1715–1722
- A new strategy for matching observed and simulated lensing galaxies. Monthly Notices of the Royal Astronomical Society, 506(2), 1815–1831
- Time delay lens modelling challenge. Monthly Notices of the Royal Astronomical Society, 503(1), 1096–1123
- Denzel, P., Coles, J. P., Saha, P., & Williams, L. L. R. (2021). The Hubble constant from eight time-delay galaxy lenses. Monthly Notices of the Royal Astronomical Society, 501(1), 784–801
- Denzel, P., Mukherjee, S., Coles, J. P., & Saha, P. (2020). Lessons from a blind study of simulated lenses: Image reconstructions do not always reproduce true convergence. Monthly Notices of the Royal Astronomical Society, 492(3), 3885–3903
- Denzel, P., Diemand, J., & Angélil, R. (2016). Molecular dynamics simulations of bubble nucleation in dark matter detectors. Physical Review E, 93(1)