Publications

Publications in reversed chronological order.

The following list contains only my most important publications. For a full list of my publications (400+), see e.g. GoogleScholar. See also: ORCID Inspire arXiv. My h-index is 160+.

2026

  1. Explainable AI
    for Cybersecurity
    Intrinsic and Post-Hoc Explainability for Anomaly Detection in Network Intrusion Detection Systems
    Philipp Denzel, Marc Stadelmann, Yago Lizarribar Carillo, Gérôme Bovet, Frank-Peter Schilling, and Jasmina Bogojeska
    In 2026 IEEE Swiss Conference on Data Science and AI (SDS), 2026
  2. AI for
    Med. Imaging
    MInDI-3D: Iterative Deep Learning in 3D for Sparse-View Cone Beam Computed Tomography
    Daniel Barco, Marc Stadelmann, Martin Oswald, Ivo Herzig, Lukas Lichtensteiger, Pascal Paysan, Igor Peterlik, Michal Walczak, Bjoern Menze, and Frank-Peter Schilling
    IEEE Access, 2026
  3. AI for Astronomy
    Optimization of Deep Learning Models for Radio Galaxy Classification
    Philipp Denzel, Manuel Weiss, Elena Gavagnin, and Frank-Peter Schilling
    arXiv preprint 2601.04773, 2026
  4. GenAI for
    Astrophysics
    Galactic Alchemy: Deep Learning Map-to-Map Translation in Hydrodynamical Simulations
    Philipp Denzel, Yann Billeter, Frank-Peter Schilling, and Elena Gavagnin
    Monthly Notices of the Royal Astronomical Society, Feb 2026

2025

  1. AI Assessment
    Assessment tool for trustworthy AI systems: operational workflows for compliance assessment with regulatory requirements
    Carmen Frischknecht-Gruber, Philipp Denzel, Oliver Forster, Yann Billeter, Arman Iranfar, Marco Repetto, Monika Reif, Frank-Peter Schilling, Joanna Weng, and Ricardo Chavarriaga
    In AI Days @ HES-SO, Geneva and Lausanne, Switzerland, 2025
  2. AI Assessment
    AI Assessment in Practice: Implementing a Certification Scheme for AI Trustworthiness
    Carmen Frischknecht-Gruber, Philipp Denzel, Monika Reif, Yann Billeter, Stefan Brunner, Oliver Forster, Frank-Peter Schilling, Joanna Weng, and Ricardo Chavarriaga
    In Symposium on Scaling AI Assessments (SAIA 2024), 2025

2024

  1. AI Assessment
    (best paper)
    Towards the Certification of AI-based Systems
    Philipp Denzel, Stefan Brunner, Yann Billeter, Oliver Forster, Carmen Frischknecht-Gruber, Monika Reif, Frank-Peter Schilling, Joanna Weng, Ricardo Chavarriaga, Amin Amini, Marco Repetto, and Arman Iranfar
    In SDS 2024: 11th IEEE Swiss Conference on Data Science, 2024
  2. MLOps for
    Trustworthy AI
    MLOps as Enabler of Trustworthy AI
    Yann Billeter, Philipp Denzel, Ricardo Chavarriaga, Oliver Forster, Frank-Peter Schilling, Stefan Brunner, Carmen Frischknecht-Gruber, Monika Reif, and Joanna Weng
    In SDS 2024: 11th IEEE Swiss Conference on Data Science, 2024
  3. AI Assessment
    Certification Scheme For Artificial Intelligence Based Systems
    Yann Billeter, Stefan Brunner, Ricardo Chavarriaga, Philipp Denzel, Oliver Forster, Carmen Mei-Ling Frischknecht-Gruber, Monika Reif, Frank-Peter Schilling, Joanna Weng, Arman Iranfar, and Marco Repetto
    In ESREL 2024: Advances in Reliability, Safety and Security, 2024
  4. Survey
    Artifact Reduction in 3D and 4D Cone-beam Computed Tomography Images with Deep Learning - A Review
    Mohammadreza Amirian, Daniel Barco, Ivo Herzig, and Frank-Peter Schilling
    IEEE Access, 2024

2023

  1. XAI in Medicine
    A framework for assessing and certifying explainability of health-oriented AI systems
    Philipp Denzel, Stefan Brunner, Paul-Philipp Luley, Carmen Frischknecht-Gruber, Monika Ulrike Reif, Frank-Peter Schilling, Amin Amini, Marco Repetto, Arman Iranfar, Joanna Weng, and Ricardo Chavarriaga
    In Explainable AI in Medicine Workshop, Lugano, Switzerland, November 2023, 2023
  2. GenAI for
    Astrophysics
    Map-to-map translation for SKA mock observations and cosmological simulations
    Philipp Denzel, Frank-Peter Schilling, and Elena Gavagnin
    In Hammers and Nails 2023 - Swiss Edition, Ascona, Switzerland, October 2023, 2023
  3. AI for Medicine
    Mitigation of motion-induced artefacts in Cone Beam Computed Tomography using Deep Convolutional Neural Networks
    Mohammadreza Amirian, Javier A. Montoya-Zegarra, Ivo Herzig, Peter Eggenberger Hotz, Lukas Lichtensteiger, Marco Morf, Alexander Züst, Pascal Paysan, Igor Peterlik, Stefan Scheib, Rudolf Marcel Füchslin, Thilo Stadelmann, and 1 more author
    Med. Phys., 2023
  4. AI Assessment
    certAInty: a certification scheme for AI systems (Poster)
    Joanna Weng, Monika Reif, Ricardo Chavarriaga, and Frank-Peter Schilling
    In ZHAW Datalab Symposium, Winterthur, Switzerland, 2023
  5. GenAI for
    Astrophysics
    Deep learning the SKA: the Square Kilometer Array project (Poster)
    Philipp Denzel, Elena Gavagnin, and Frank-Peter Schilling
    In ZHAW Datalab Symposium, Winterthur, Switzerland, 2023

2022

  1. The Discipline of
    Data Science
    Foundations of Data Science: A Comprehensive Overview Formed at the 1st International Symposium on the Science of Data Science
    Frank-Peter Schilling, Dandolo Flumini, Rudolf M. Füchslin, Elena Gavagnin, Armando Geller, Silvia Quarteroni, and Thilo Stadelmann
    Archives of Data Science, Series A, 2022
  2. AI for Medicine
    Deep Learning-Based Simultaneous Multi-Phase Deformable Image Registration of Sparse 4D-CBCT
    Ivo Herzig, Pascal Paysan, Stefan Scheib, Frank-Peter Schilling, Javier Montoya, Mohammadreza Amirian, Thilo Stadelmann, Peter Eggenberger, Rudolf M. Füchslin, and Lukas Lichtensteiger
    In Proceedings of the American Association of Physics in Medicine Annual Meeting (AAPM 2022), 2022
    Washington, DC, USA, July 2022
  3. Special Issue
    Advances in Deep Neural Networks for Visual Pattern Recognition
    2022
    Special issue of J. Imaging (ISSN 2313-433X)

2021

  1. Survey
    A Survey of Un-, Weakly-, and Semi-Supervised Learning Methods for Noisy, Missing and Partial Labels in Industrial Vision Applications
    Niclas Simmler, Pascal Sager, Philipp Andermatt, Ricardo Chavarriaga, Frank-Peter Schilling, Matthias Rosenthal, and Thilo Stadelmann
    In 8th Swiss Conference on Data Science (SDS), 2021

2020

  1. Special Issue
    Artificial Neural Networks in Pattern Recognition
    2020
    Special issue of Computers (ISSN 2073-431X)
  2. AutoML
    Design Patterns for Resource-Constrained Automated Deep-Learning Methods
    Lukas Tuggener, Mohammadreza Amirian, Fernando Benites, Pius Däniken, Prakhar Gupta, Frank-Peter Schilling, and Thilo Stadelmann
    AI, 2020
  3. Book
    Artificial neural networks in pattern recognition : Proceedings of the 9th IAPR TC3 workshop, ANNPR 2020, Winterthur, Switzerland, September 2-4, 2020
    2020
  4. AutoML
    Two to trust: AutoML for safe modelling and interpretable deep learning for robustness
    Mohammadreza Amirian, Lukas Tuggener, Ricardo Chavarriaga, Yvan Putra Satyawan, Frank-Peter Schilling, Friedhelm Schwenker, and Thilo Stadelmann
    Proc. of the 1st TAILOR Workshop on Trustworthy AI at ECAI 2020, 2020

2019

  1. AutoML
    Efficient deep CNNs for cross-modal automated computer vision under time and space constraints
    Mohammadreza Amirian, Katharina Rombach, Lukas Tuggener, Frank-Peter Schilling, and Thilo Stadelmann
    Proc. of ECML-PKDD 2019, Würzburg, 2019
  2. AI for Health
    Deep Learning in medizinischer Diagnostik und Qualitäts-kontrolle
    Frank-Peter Schilling and Thilo Stadelmann
    Netzwoche, Special Issue: IT for Health, 2019

2017

  1. Measurement of the mass difference between top quark and antiquark in pp collisions at \sqrts = 8 TeV
    Serguei Chatrchyan and others
    Phys. Lett. B, 2017

2014

  1. Nature Phys.
    Evidence for the direct decay of the 125 GeV Higgs boson to fermions
    Serguei Chatrchyan and others
    Nature Phys., 2014
  2. Phys. Rev.
    Search for the standard model Higgs boson produced in association with a W or a Z boson and decaying to bottom quarks
    Serguei Chatrchyan and others
    Phys. Rev., 2014

2013

  1. JHEP
    Observation of a new boson with mass near 125 GeV in pp collisions at \sqrts = 7 and 8 TeV
    Serguei Chatrchyan and others
    JHEP, 2013
  2. Measurements of the Top Quark Pair-Production Cross Section
    Frank-Peter Schilling
    In 23rd Hadron Collider Physics Symposium, Kyoto, Japan, 2013
  3. Search for the standard model Higgs boson produced in association with W or Z bosons, and decaying to bottom quarks
    CMS Collaboration
    CMS PAS HIG-13-012, 2013

2012

  1. Science
    A New Boson with a Mass of 125 GeV Observed with the CMS Experiment at the Large Hadron Collider
    Serguei Chatrchyan and others
    Science, 2012
  2. Higgs
    Discovery
    Observation of a new boson at a mass of 125 GeV with the CMS experiment at the LHC
    Serguei Chatrchyan and others
    Phys.Lett., 2012
  3. Top Quark
    Review
    Top Quark Physics at the LHC: A Review of the First Two Years
    F.-P. Schilling
    Int. J. Mod. Phys., 2012
  4. Measurement of the single-top-quark t-channel cross section in pp collisions at \sqrts=7 TeV
    Serguei Chatrchyan and others
    JHEP, 2012
  5. Inclusive and differential measurements of the t \bart charge asymmetry in proton-proton collisions at 7 TeV
    Serguei Chatrchyan and others
    Phys.Lett., 2012
  6. Measurement of the charge asymmetry in top-quark pair production in proton-proton collisions at sqrt(s) = 7 TeV
    Serguei Chatrchyan and others
    Phys.Lett., 2012
  7. Search for the standard model Higgs boson produced in association with W or Z bosons, and decaying to bottom quarks
    CMS Collaboration
    CMS PAS HIG-12-044, 2012

2011

  1. Measurement of the t\bart Production Cross Section in pp Collisions at 7 TeV in Lepton + Jets Events Using b-quark Jet Identification
    Serguei Chatrchyan and others
    Phys.Rev., 2011
  2. Measurement of the t-channel single top quark production cross section in pp collisions at sqrt(s) = 7 TeV
    Serguei Chatrchyan and others
    Phys.Rev.Lett., 2011
  3. Measurement of the t t-bar production cross section and the top quark mass in the dilepton channel in pp collisions at sqrt(s) =7 TeV
    Serguei Chatrchyan and others
    JHEP, 2011
  4. Measurement of the Top-antitop Production Cross Section in pp Collisions at sqrt(s)=7 TeV using the Kinematic Properties of Events with Leptons and Jets
    Serguei Chatrchyan and others
    Eur. Phys. J., 2011
  5. First Measurement of the Cross Section for Top-Quark Pair Production in Proton-Proton Collisions at \sqrts=7 TeV
    V. Khachatryan and others
    Phys.Lett., 2011
  6. Combination of top pair production cross sections in pp collisions at 7 TeV and comparisons with theory
    CMS Collaboration
    CMS PAS TOP-11-001, 2011

2010

  1. Alignment of the CMS Silicon Tracker during Commissioning with Cosmic Rays
    S Chatrchyan and others
    JINST, 2010
  2. Top Quark Studies with the first CMS Data
    Frank-Peter Schilling
    In 21st Hadron Collider Physics Symposium, Toronto, Canada, 2010
  3. Selection of Top-Like Events in the Dilepton and Lepton-plus-Jets Channels in Early 7 TeV Data
    CMS Collaboration
    CMS PAS TOP-10-004, 2010

2009

  1. Alignment of the CMS Silicon Strip Tracker during standalone Commissioning
    S Chatrchyan and others
    JINST, 2009
  2. Common Ntuple Output format for NLO Calculations
    J. Campbell, J. Huston, P. Nadolsky, Frank-Peter Schilling, P. Uwer, and J. Weng
    In 9th Workshop on Physics at TeV Colliders, Les Houches, France, 2009
  3. Algorithms for b Jet Identification in CMS
    CMS Collaboration
    CMS PAS BTV-09-001, 2009
  4. Plans for an early Measurement of the t\bart Cross Section in the Electron-plus-Jets Channel at \sqrts = 10 TeV
    CMS Collaboration
    CMS PAS TOP-09-004, 2009
  5. Prospects for the first Measurement of the t\bart Cross Section in the Muon-plus-Jets Channel at \sqrts = 10 TeV with the CMS Detector
    CMS Collaboration
    CMS PAS TOP-09-003, 2009

2008

  1. The CMS tracker operation and performance at the Magnet Test and Cosmic Challenge
    W. Adam and others
    JINST, 2008
  2. The CMS experiment at the CERN LHC
    R. Adolphi and others
    JINST, 2008
  3. QCD and Top Quark Physics at the LHC
    Frank-Peter Schilling
    In 4th Intl. Conference on Physics at the LHC, Split, Croatia, 2008
  4. Observability of Top Quark Pair Production in the Semileptonic Muon Channel with the first 10/pb of CMS Data
    CMS Collaboration
    CMS PAS TOP-08-005, 2008
  5. Measurement of the Top Quark Pair Production Cross Section with L=100/pb in Dileptonic Final States using the CMS Detector
    CMS Collaboration
    CMS PAS TOP-08-002, 2008
  6. Comprehensive set of misalignment scenarios for the CMS tracker
    T. Lampen, N. De Filippis, F.-P. Schilling, A. Schmidt, and M. Weber
    CMS Note 2008/029, 2008
  7. Impact of Tracker Misalignment on the CMS b-Tagging Performance
    CMS Collaboration
    CMS PAS BTV-07-003, 2008

2007

  1. CMS technical design report, volume II: Physics performance
    G.L. Bayatian and others
    J. Phys., 2007
  2. Early Electroweak and Top Quark Physics with CMS
    Frank-Peter Schilling
    In 15th Intl. Workshop on Deep-Inelastic Scattering and Related Subjects (DIS2007), Munich, Germany, 2007
  3. Track Based Alignment in CMS
    Frank-Peter Schilling
    In 1st LHC Detector Alignment Workshop, Geneva, Switzerland, 2007
  4. Introduction to the CMS contribution
    P. Arce, O. Buchmuller, F. P. Schilling, I. Vila, and M. Weber
    In 1st LHC Detector Alignment Workshop, Geneva, Switzerland, 2007
  5. Status and commissioning of the CMS experiment
    O. Buchmuller and F. P. Schilling
    In BEAUTY 2006, Oxford, UK, 2007
  6. CMS Computing, Software and Analysis Challenge in 2006 (CSA06) Summary
    CMS Collaboration
    CMS Note 2007/006, 2007

2006

  1. Track-based alignment of composite detector structures
    V. Karimaki, T. Lampen, and F.-P. Schilling
    IEEE Trans. Nucl. Sci., 2006
  2. Measurement and QCD analysis of the diffractive deep- inelastic scattering cross-section at HERA
    A. Aktas and others
    Eur. Phys. J., 2006
  3. Diffractive deep-inelastic scattering with a leading proton at HERA
    A. Aktas and others
    Eur. Phys. J., 2006
  4. Track reconstruction and alignment with the CMS silicon tracker
    F.-P. Schilling
    In 33rd Intl. Conference on High Energy Physics (ICHEP 2006), Moscow, Russia, 2006
  5. Impact of CMS silicon tracker misalignment on track and vertex reconstruction
    L. Barbone and others
    In Workshop on Tracking in High Multiplicity Environments (TIME 2005), Zurich, Switzerland, 2006
  6. Diffractive DIS cross sections and parton distributions
    F.-P. Schilling
    In 33rd Intl. Conference on High Energy Physics (ICHEP 2006), Moscow, Russia, 2006
  7. Prospects for measuring B_s →μμwith the CMS detector
    Frank-Peter Schilling
    In 10th Intl. Conference on B Physics at Hadron Machines (BEAUTY 2005), Assisi, Italy, 2006
  8. Prospects for diffractive and forward physics at the LHC
    M. Albrow and others
    CERN LHCC 2006-039, 2006
  9. CMS physics: Technical design report, Vol. 1: Software and Detector Performance
    G. L. Bayatian and others
    CERN LHCC 2006-001, 2006
  10. Impact of CMS silicon tracker misalignment on track and vertex reconstruction
    P. Vanlaer and others
    CMS Note 2006/029, 2006
  11. Fitting of event topologies with external kinematic constraints in CMS
    J. D’Hondt and others
    CMS Note 2006/023, 2006
  12. The HIP algorithm for track based alignment and its application to the CMS pixel detector
    V. Karimaki, T. Lampen, and F.-P. Schilling
    CMS Note 2006/018, 2006

2005

  1. DPDF: A Library for Diffractive Parton Distributions
    Frank-Peter Schilling
    In HERA and the LHC: A Workshop on the Implications of HERA for LHC Physics, CERN and DESY, 2004-2005, 2005
  2. HERA diffractive structure function data and parton distributions
    Paul R. Newman and F.-P. Schilling
    In HERA and the LHC: A Workshop on the Implications of HERA for LHC Physics, CERN and DESY, 2004-2005, 2005
  3. HERA diffractive structure function data and parton distributions
    Paul Laycock, P. Newman, and F. P. Schilling
    In 13th Intl. Workshop on Deep Inelastic Scattering (DIS 2005), Madison, USA, 2005

2004

  1. Diffractive final states with the H1 detector at HERA
    Frank-Peter Schilling
    In Intl. Europhysics Conference on High-Energy Physics (EPS-HEP 2003), Aachen, Germany, 2004
  2. Summary of working group B: Diffraction and vector mesons
    Alessia Bruni, Markus Diehl, and Frank-Peter Schilling
    In 12th Intl. Workshop on Deep Inelastic Scattering (DIS 2004), Slovakia (DESY-04-201), 2004
  3. Diffractive D* Meson Production in Deep Inelastic ep Collisions at HERA
    H1 Collaboration
    Paper 6-0178 subm. to ICHEP 2004, Beijing, China, 2004
  4. Dijets in Diffractive Photoproduction and Deep-Inelastic Scattering at HERA
    H1 Collaboration
    Paper 6-0177 subm. to ICHEP 2004, Beijing, China, 2004
  5. Measurement of the Inclusive Cross Section for Diffractive Deep Inelastic Scattering at High Q2
    H1 Collaboration
    Paper 6-0175 subm. to ICHEP 2004, Beijing, China, 2004

2003

  1. Measurement of inclusive jet cross-sections in photoproduction at HERA
    C. Adloff and others
    Eur. Phys. J., 2003
  2. Diffractive photoproduction of J/ψmesons with large momentum transfer at HERA
    A. Aktas and others
    Phys. Lett., 2003
  3. Inclusive diffraction at HERA
    F.-P. Schilling
    In 31st Intl. Conference on High Energy Physics (ICHEP 2002), Amsterdam, The Netherlands, 2003
  4. Electron deuteron scattering with HERA, a letter of intent for an experimental programme with the H1 detector
    T. Alexopoulos and others
    DESY-03-194, 2003
  5. Comparison at NLO between Predictions from QCD Fits to F2D and and Diffractive Final State Observables at HERA
    H1 Collaboration
    Paper 113 subm. to EPS-HEP 2003, Aachen, Germany, 2003
  6. Dijets in Diffractive Photoproduction at HERA
    H1 Collaboration
    Paper 087 subm. to EPS-HEP 2003, Aachen, Germany, 2003

2002

  1. Search for odderon-induced contributions to exclusive pi0 photoproduction at HERA
    C. Adloff and others
    Phys. Lett., 2002
  2. A measurement of the t dependence of the helicity structure of diffractive rho meson electroproduction at HERA
    C. Adloff and others
    Phys. Lett., 2002
  3. Energy flow and rapidity gaps between jets in photoproduction at HERA
    C. Adloff and others
    Eur. Phys. J., 2002
  4. NLO QCD fit to H1 diffractive DIS data
    Frank-Peter Schilling
    In 10th Intl. Workshop on Deep Inelastic Scattering (DIS 2002), Cracow, Poland, 2002
  5. Diffractive jet production in DIS: Testing QCD factorisation
    F.-P. Schilling
    In 9th Intl. Workshop on Deep Inelastic Scattering (DIS 2001), Bologna, Italy, 2002
  6. Measurement and NLO DGLAP QCD Interpretation of Diffractive Deep-Inelastic Scattering at HERA
    H1 Collaboration
    Paper 980 subm. to ICHEP 2002, Amsterdam, The Netherlands, 2002
  7. Measurement of the Diffractive DIS Cross Section at low Q2
    H1 Collaboration
    Paper 981 subm. to ICHEP 2002, Amsterdam, The Netherlands, 2002

2001

  1. Diffractive jet production in deep inelastic e^+ p collisions at HERA
    C. Adloff and others
    Eur. Phys. J., 2001
  2. Hard Diffraction: Results from H1 at HERA
    Frank-Peter Schilling
    In Riken BNL Research Center Workshop (Vol. 34): High Energy QCD - Beyond the Pomeron, Upton, New York, USA, BNL-52641, 2001
  3. Measurement of the Diffractive Structure Function F2D(3)(beta,Q2,xpom) at HERA
    H1 Collaboration
    Paper 808 subm. to EPS-HEP 2001, Budapest, Hungary and paper 500 subm. to Lepton-Photon 2001, Rome, Italy, 2001
  4. Diffractive Jet Production in Deep-Inelastic e+p Collisions at HERA
    F.-P. Schilling
    University of Heidelberg, 2001
    DESY-THESIS-2001-010

2000

  1. Diffractive dijet and 3-jet electroproduction at HERA
    F.-P. Schilling
    In 8th Intl. Workshop on Deep Inelastic Scattering (DIS 2000), Liverpool, UK, 2000
  2. Diffractive Jet-Production in Deep-Inelastic e+p Collisions at HERA
    H1 Collaboration
    Paper 960 subm. to ICHEP 2000, Osaka, Japan, 2000

1999

  1. Diffractive dijet production at HERA
    F.-P. Schilling
    In 7th Intl. Workshop on Deep Inelastic Scattering (DIS 1999), Zeuthen, Germany, 1999
  2. Diffractive Dijet Electroproduction at HERA
    H1 Collaboration
    Paper 157ae subm. to EPS-HEP 1999, Tampere, Finland, 1999

1998

  1. Untersuchung von 2-Jet-Ereignissen in der diffraktiven tiefinelastischen Streuung mit dem H1-Detektor
    F.-P. Schilling
    University of Heidelberg, 1998
    H1TH-132