Publications and Preprints

  1. A M K Mamaghan, S Papa, K H Johansson, S Bauer, and A Dittadi (2024). Exploring the Effectiveness of Object-Centric Representations in Visual Question Answering: Comparative Insights with Foundation Models
    arXiv:2407.15589
  2. F Kapl, E Angelis, T Höppe, K Maile, J von Oswald, N Scherrer, and S Bauer (2025). Do Depth-Grown Models Overcome the Curse of Depth? An In-Depth Analysis. arXiv:2512.08819
  3. V Pauline, T Höppe, K Neklyudov, A Tong, S Bauer, and A Dittadi (2025). Foundations of diffusion models in general state spaces: A self-contained introduction. arXiv:2512.05092
  4. F Kapl, AM Karimi Mamaghan, M Horn, C Marr, S Bauer, and A Dittadi (2026). Are Object-Centric Representations Better At Compositional Generalization? arXiv:2602.16689
  5. A Siji, AM Karimi Mamaghan, F Kapl, T Höppe, E Angelis, A Dittadi, M Brenner, M Heinzinger, KH Johansson, K Maile, J von Oswald, and S Bauer (2026). From Words to Amino Acids: Does the Curse of Depth Persist? arXiv:2602.21750
  6. F Kapl, E Angelis, K Maile, J von Oswald, and S Bauer (2026). From Growing to Looping: A Unified View of Iterative Computation in LLMs. arXiv:2602.16490

The team

Stefan Bauer

Head of Helmholtz AI Research Lab at Helmholtz Munich