2025
Progress in end-to-end optimization of fundamental physics experimental apparata with differentiable programming Journal Article
In: Reviews in Physics, vol. 13, pp. 100120, 2025.
Adding complex numbers to expression template algorithmic differentiation tools Miscellaneous
arXiv:2508.05371, 2025.
Adjoint-Based Aerodynamic Shape Optimization with a Manifold Constraint Learned by Diffusion Models Miscellaneous
arXiv:2507.23443, 2025.
Toward the end-to-end optimization of the SWGO array layout Journal Article
In: Nuclear Physics B, vol. 1017, pp. 116934, 2025.
Reconstruction of proton relative stopping power with a granular calorimeter detector model Journal Article
In: International Journal of Modern Physics A, vol. 40, no. 21, pp. 2542008, 2025.
Exploring End-to-end Differentiable Neural Charged Particle Tracking – A Loss Landscape Perspective Journal Article
In: Transactions on Machine Learning Research, 2025, ISSN: 2835-8856.
Refined stability estimates for mixed problems by exploiting semi norm arguments Miscellaneous
arXiv:2506.11566, 2025.
Forward-Mode Automatic Differentiation of Compiled Programs Journal Article
In: ACM Transactions on Mathematical Software, vol. 51, iss. 2, no. 7, pp. 1-25, 2025.
Graph neural networks to predict strokes from blood flow simulations Book Chapter
In: Aswin Kannan Konstantin Fackeldey, Sebastian Pokutta; Weiser, Martin (Ed.): pp. 29-40, De Gruyter, Berlin, Boston, 2025.
On the utility function of experiments in fundamental science Journal Article
In: Physics Open, pp. 100270, 2025.
End-to-End Detector Optimization with Diffusion Models: A Case Study in Sampling Calorimeters Journal Article
In: Particles, vol. 8, iss. 2, 2025.
Modeling charge collection in silicon pixel detectors for proton therapy applications Journal Article
In: Biomedical Physics & Engineering Express, vol. 11, no. 3, 2025.
Neuromorphic Readout for Hadron Calorimeters Journal Article
In: Particles, vol. 8, iss. 2, 2025.
Hadron Identification Prospects With Granular Calorimeters Journal Article
In: Particles, vol. 8, iss. 2, 2025.
Artificial Intelligence in Science and Society: the Vision of USERN Journal Article
In: IEEE Access, 2025.
Constrained Optimization of Charged Particle Tracking with Multi-Agent Reinforcement Learning Miscellaneous
arXiv:2501.05113 [physics.comp-ph], 2025.
Optimization using pathwise algorithmic derivatives of electromagnetic shower simulations Journal Article
In: Computer Physics Communications, vol. 309, pp. 109491, 2025.
Hybrid parallel discrete adjoints in SU2 Journal Article
In: Computers & Fluids, vol. 289, no. 106528, 2025.
Development of the trigger-controlling system for the proton computed tomography prototype Journal Article
In: Nuclear Instruments and Methods in Physics Research Section A: Accelerators, Spectrometers, Detectors and Associated Equipment, vol. 1072, pp. 170125, 2025.
2024
SFFT-based Homogenization: Using Tensor Trains to Enhance FFT-Based Homogenization Miscellaneous
arXiv:2412.11566, 2024.
Nonlinear Surrogate Model Design for Aerodynamic Dataset Generation Based on Artificial Neural Networks Journal Article
In: Aerospace, vol. 11, iss. 8, 2024, ISSN: 2226-4310.
Exploring End-to-end Differentiable Neural Charged Particle Tracking – A Loss Landscape Perspective Miscellaneous
arXiv:2407.13420 [physics.comp-ph], 2024.
Performance of the electromagnetic and hadronic prototype segments of the ALICE Forward Calorimeter Journal Article
In: Journal of Instrumentation, vol. 19, no. P07006, 2024.
Efficient Forward-Mode Algorithmic Derivatives of Geant4 Miscellaneous
arXiv:2407.02966 [physics.comp-ph], 2024.
Data-driven aerodynamic shape design with distributionally robust optimization approaches Journal Article
In: Computer Methods in Applied Mechanics and Engineering, vol. 429, pp. 117131, 2024, ISSN: 0045-7825.
Optimization Using Pathwise Algorithmic Derivatives of Electromagnetic Shower Simulations Miscellaneous
arXiv:2405.07944 [physics.comp-ph], 2024.
Local Adjoints for Simultaneous Preaccumulations with Shared Inputs Miscellaneous
arXiv:2405.07819 [cs.MS], 2024.
Hybrid Parallel Discrete Adjoints in SU2 Miscellaneous
arXiv:2405.06056 [cs.MS], 2024.
Stochastic Aspects of Dynamical Low-Rank Approximation in the Context of Machine Learning Journal Article
In: Optimization Online, 2024.
Adjoint-based design optimization of a Kenics static mixer Journal Article
In: Results in Engineering, 2024.
A gradient descent akin method for constrained optimization: algorithms and applications Journal Article
In: Optimization Methods and Software, 2024.
Gradient Enhanced Surrogate Modeling Framework for Aerodynamic Design Optimization Journal Article
In: AIAA 2024-2670, 2024.
2023
Towards Neural Charged Particle Tracking in Digital Tracking Calorimeters With Reinforcement Learning Journal Article
In: IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 45, no. 12, pp. 15820-15833, 2023.
Performance of the electromagnetic and hadronic prototype segments of the ALICE Forward Calorimeter Miscellaneous
arXiv:2311.07413 [physics.ins-det], 2023.
Exploration of Differentiability in a Proton Computed Tomography Simulation Framework Journal Article
In: Physics in Medicine and Biology, vol. 68, no. 24, pp. 244002, 2023.
Data-driven aerodynamic shape design with distributionally robust optimization approaches Miscellaneous
arXiv:2310.08931, 2023.
End-To-End Optimization of the Layout of a Gamma Ray Observatory Miscellaneous
arXiv:2310.01857, 2023.
Progress in End-to-End Optimization of Detectors for Fundamental Physics with Differentiable Programming Miscellaneous
arXiv:2310.05673, 2023.
Uncertainty-aware spot rejection rate as quality metric for proton therapy using a digital tracking calorimeter Journal Article
In: Phys. Med. Biol., vol. 68, no. 194001, 2023.
Automatic Differentiation of OpenMP with OpDiLib Miscellaneous
NHR Conference ’23 — Book of Abstracts (extended version), pp. 176–177, 2023, (poster contribution).