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Compression Methods for Robustness and Transferability (COMFORT)

Publications

All publications with connection to the COMFORT project must contain the following acknowledgment:

... acknowledges funding by the German Ministry of Research, Technology and Space  (BMFTR ) under grant agreement No. 01IS24072A (COMFORT).

  • 1.
    Position-Blind Ptychography: Viability of image reconstruction via data-driven variational inference
    Welker, S., Kuger, L., Roith, T., Feng, B., Burger, M., Gerkmann, T., Chapman, H.
    https://arxiv.org/abs/2509.25269 (2026)
  • 1.
    Sparse Training of Neural Networks based on Multilevel Mirror Descent
    Lunk, Y., Scott, S. J., Bungert, L.
    https://arxiv.org/abs/2602.03535 (2026)
  • 1.
    VoxATtack: A Multimodal Attack on Voice Anonymization Systems
    Aloradi, A., Gaznepoglu, Ünal E., Habets, E. A. P., Tenbrinck, D.
    In: IEEE Workshop on Applications of Signal Processing to Audio and Acoustics (WASPAA). , Lake Tahoe, CA, USA (2025)
  • 1.
    Consensus-based optimization for closed-box adversarial attacks and a connection to evolution strategies
    Roith, T., Bungert, L., Wacker, P.
    https://arxiv.org/abs/2506.24048 (2025)
  • 1.
    You Are What You Say: Exploiting Linguistic Content for VoicePrivacy Attacks
    Gaznepoglu, Ünal E., Leschanowsky, A., Aloradi, A., Singh, P., Tenbrinck, D., Habets, E. A. P., Peters, N.
    https://arxiv.org/abs/2506.09521 (2025)

  • 1.
    Convergence rates of the fractional to the local Dirichlet problem
    Bungert, L., del Teso, F.
    Journal of Differential Equations 463, 114173 (2026)
  • 1.
    Convergence of graph Dirichlet energies and graph Laplacians on intersecting manifolds of varying dimensions
    Bungert, L., Slepčev, D.
    Calculus of Variations and Partial Differential Equations (2026)
  • 1.
    Adversarial flows: A gradient flow characterization of adversarial attacks
    Weigand, L., Roith, T., Burger, M.
    European Journal of Applied Mathematics 37, 123-179 (2026)
  • 1.
    Analysis of mean-field models arising from self-attention dynamics in transformer architectures with layer normalization
    Burger, M., Kabri, S., Korolev, Y., Roith, T., Weigand, L.
    Philosophical Transactions of the Royal Society A: Mathematical, Physical and Engineering Sciences 383, (2025)
  • 1.
    MirrorCBO: A consensus-based optimization method in the spirit of mirror descent
    Bungert, L., Hoffmann, F., Kim, D. Y., Roith, T.
    Mathematical Models and Methods in Applied Sciences 35, 3083-3170 (2025)

  • 1.
    Meshless Shape Optimization Using Neural Networks and Partial Differential Equations on Graphs
    Martinet, E., Bungert, L.
    In: International Conference on Scale Space and Variational Methods in Computer Vision. pp. 285-297. Springer (2025)