Publications

Preprints

  1. Jyrki Jauhiainen, Yassine Nabou, and Tuomo Valkonen:
    Dynamic inverse problems: Single-loop online algorithms.
    BiCONTROL Archived at arXiv:2606.10951.
  2. Nicole Pellizzon, Richard Huber, Jon Spangenberg, and Jakob Sauer Jørgensen:
    Systematic analysis of penalty-optimised illumination design for tomographic volumetric additive manufacturing via the extendable framework TVAM AID using the core imaging library.
    ModLEARN Archived at arxiv:2602.12178.
  3. Erion Morina and Martin Holler:
    Physically consistent model learning for reaction-diffusion systems.
    ModLEARN Archived at arxiv:2512.14240.
  4. Mikhail Cherdantsev, Elisa Davoli, Lorenza D'Elia, and Samuele Riccò:
    Homogenization and linearization in magnetoelasticity under small elastic response.
    BiLEARN Archived at arxiv:2511.21907.
  5. Elisa Davoli, Christian Kuehn, Luca Scarpa, and Lara Trussardi:
    Local asymptotics for the nonlocal Swift-Hohenberg equation.
    BiLEARN Archived at arxiv:2511.02341.
  6. Hòa T. Bùi, Minh N. Bùi, and Christian Clason:
    Variational analysis in spectral decomposition systems.
    BiCONTROL Archived at arxiv:2510.11433.
  7. Elisa Davoli, Giovanni Di Fratta, Rossella Giorgio, and Andrea Pinamonti:
    Necessary and Sufficient Conditions for the Maz'ya-Shaposhnikova Formula in (Fractional) Sobolev Spaces.
    BiLEARN Archived at arxiv:2509.23226.
  8. Giacomo Bertazzoni, Elisa Davoli, Samuele Riccò, and Elvira Zappale:
    Functions of bounded Musielak-Orlicz-type deformation and anisotropic Total Generalized Variation for image-denoising problems.
    BiLEARN Archived at arxiv:2509.09237.
  9. Johannes Haubner and Christian Clason:
    Well-posedness of an optical flow based optimal control formulation for image registration.
    BiCONTROL Archived at arxiv:2507.10188.
  10. Hòa T. Bùi, Minh N. Bùi, and Christian Clason:
    Convex analysis in spectral decomposition systems.
    BiCONTROL Archived at arxiv:2503.14981.
  11. Elisa Davoli and Emanuele Tasso:
    Non-local non-homogeneous phase transitions: regularity of optimal profiles and sharp-interface limit.
    BiLEARN Archived at arxiv:2412.11756.
  12. Martin Holler and Erion Morina:
    On uniqueness in structured model learning.
    ModLEARN Archived at arxiv:2410.22009.

Published articles

  1. Stefano Almi, Elisa Davoli, Aleksandra Kubin, and Elisa Tasso:
    On De Giorgi's conjecture of nonlocal approximations for free-discontinuity problems: The symmetric gradient case.
    Calculus of Variations and Partial Differential Equations 65(5), 160. 2026.
    BiLEARN Archived at arxiv:2410.23908.
  2. Giovanna Bonfanti, Elisa Davoli, and Riccarda Rossi:
    A coupled rate-dependent/rate-independent system for adhesive contact in Kirchhoff–Love plates.
    Advances in Calculus of Variations 19(2), 131–177. 2026.
    BiLEARN Archived at arxiv:2307.06327.
  3. Federica Caforio, Martin Holler, and Matthias Höfler:
    On parameter identification in three-dimensional elasticity and discretisation with physics-informed neural networks.
    Inverse Problems. 2026.
    ModLEARN Archived at arXiv:2512.09754.
  4. Lukas Glaszner, Martin Zach, and Thomas Pock:
    Bigger Isn’t Always Better: Towards a General Prior for Medical Image Reconstruction.
    International Journal of Computer Vision 134(6). 2026.
    PriorLEARN Archived at arxiv:2501.07376.
  5. Moritz Blumenthal, Tina Holliber, Jonathan I. Tamir, and Martin Uecker:
    Fast and robust diffusion posterior sampling for MR image reconstruction using the preconditioned unadjusted Langevin algorithm.
    Magnetic Resonance in Medicine Early View. 2026.
    GenMRI Archived at arxiv:2512.05791.
  6. Erion Morina, Philipp Scholl, and Martin Holler:
    Symbolic recovery of PDEs from measurement data.
    Transactions on Machine Learning Research. 2026.
    ModLEARN Archived at arxiv:2602.15603.
  7. Bruno Viti, Elias Karabelas, and Martin Holler:
    CONSIGN: Conformal Segmentation Informed by Spatial Groupings via Decomposition.
    In The Fourteenth International Conference on Learning Representations. 2026.
    ModLEARN Archived at arxiv:2505.14113.
  8. Richard Huber, Rolf Clackdoyle, and Laurent Desbat:
    Determination of range conditions for general projection pair operators.
    Inverse Problems 42(3), 035007. 2026.
    ModLEARN Archived at arxiv:2510.07480.
  9. Moritz Blumenthal and Martin Uecker:
    Phase-pole-free images and smooth coil sensitivity maps by regularized nonlinear inversion.
    Magnetic Resonance in Medicine 96(1), 134-145. 2026.
    GenMRI Archived at arxiv:2508.04685.
  10. Markus Huemer, Clemens Stilianu, Nick Scholand, Daniel Mackner, Martin Uecker, Moritz Zaiss, and Rudolf Stollberger:
    Dynamic transitions for fast joint acquisition and reconstruction of CEST-Rex and T1.
    Magnetic Resonance in Medicine 95(4), 2153-2168. 2026.
    GenMRI Archived at arXiv:2509.21184.
  11. Laurenz Nagler, Martin Zach, and Thomas Pock:
    Product-of-Gaussian-mixture diffusion models for joint nonlinear MRI reconstruction.
    Journal of Mathematical Imaging and Vision 68. 2026.
    PriorLEARN Archived at arXiv:2605.10629.
  12. Barbara Kaltenbacher:
    On uniqueness of coefficient identification in the Bloch-Torrey equation for magnetic resonance imaging.
    2026.
    IdCONTROL Archived at arXiv:2506.13708.
  13. Barbara Kaltenbacher and Paul Manns:
    Locally-averaged McCormick relaxations for discretization-regularized inverse problems.
    Inverse Problems 42(4), 045015. 2026.
    IdCONTROL Archived at arXiv:2601.01995.
  14. Elisa Davoli and Ulisse Stefanelli:
    Level sets of solutions to the stationary Hamilton-Jacobi equation are John regular.
    Journal of Differential Equations 469, 114340. 2026.
    BiLEARN Archived at arxiv:2312.17635.