Freiburg's Pre-NeurIPS Poster Session hosted by ELIZA

We are happy to invite you to the upcoming Pre-NeurIPS Poster Session featured by ELIZA.

If you would like to participate, please register under https://brainlinks-braintools.uni-freiburg.de/registration/?id=2 by 24.11.2026 latest.

You will have the opportunity to view the latest research works from the ELLIS Unit Freiburg, posters for the NeurIPS and EurIPS conferences, and from recent AI-related conferences as well. Snacks and drinks will be provided.

Posters presented:

• Dynamic Robot-Assisted Surgery with Hierarchical Class-Incremental Semantic Segmentation
  Julia Hindel, Ema Mekic, Enamundram Naga Karthik, Rohit Mohan, Daniele Cattaneo, Maria Kalweit, Abhinav Valada
  Conference: MICCAI AMAI 2025
  DOI/Link: https://arxiv.org/abs/2508.01713

• Articulated Object Estimation in the Wild
  Abdelrhman Werby, Martin Büchner, Adrian Röfer, Chenguag Huang, Wolfram Burgard, Abhinav Valada
  Conference: CoRL 2025
  DOI/Link: https://arxiv.org/abs/2509.01708

• OpenLex3D: A New Evaluation Benchmark for Open-Vocabulary 3D Scene Representations
  Christina Kassab, Sacha Morin, Martin Büchner, Matías Mattamala, Kumaraditya Gupta, Abhinav Valada, Liam Paull, Maurice Fallon
  Conference: NeurIPS 2025
  DOI/Link: https://arxiv.org/abs/2503.19764

• Orbis: Overcoming Challenges of Long-Horizon Prediction in Driving World Models
  Arian Mousakhan, Sudhanshu Mittal, Silvio Galesso, Karim Farid, Thomas Brox
  Conference: NeurIPS 2025
  DOI/Link: https://arxiv.org/abs/2507.13162

• One For All: A Unified Approach to Classification and Self-Explanation
  Mehdi Naouar, Yannick Vogt, Joschka Boedecker, Gabriel Kalweit, Maria Kalweit
  Conference: MICCAI 2025
  DOI/Link: https://papers.miccai.org/miccai-2025/paper/4655_paper.pdf

• nanoTabPFN: A Lightweight and Educational Reimplementation of TabPFN
  Alexander Pfefferle, Johannes Hog, Lennart Purucker, Frank Hutter
  Conference: EurIPS 2025 — AI for Tabular Data Workshop
  DOI/Link: https://arxiv.org/abs/2511.03634

• TabArena: A Living Benchmark for Machine Learning on Tabular Data
  Nick Erickson, Lennart Purucker, Andrej Tschalzev, David Holzmüller, Prateek Mutalik Desai, David Salinas, Frank Hutter
  Conference: NeurIPS 2025
  DOI/Link: https://arxiv.org/abs/2506.16791

• CAPO: Cost-Aware Prompt Optimization
  Tom Zehle, Moritz Schlager, Timo Heiß, Matthias Feurer
  Conference: AutoML 2025
  DOI/Link: https://openreview.net/forum?id=UweaRrg9D0

• Using Knowledge Graphs to Harvest Datasets for Efficient CLIP Model Training
  Simon Ging, Sebastian Walter, Jelena Bratulić, Johannes Dienert, Hannah Bast, Thomas Brox
  Conference: GCPR 2025
  DOI/Link: https://arxiv.org/abs/2505.02746

• Unlocking In-Context Learning for Natural Datasets Beyond Language Modelling
  Jelena Bratulić, Sudanshu Mittal, David T. Hoffmann, Samuel Boehm, Robin Tibor Schirrmeister, Tonio Ball, Christian Rupprecht, Thomas Brox
  Conference: GCPR 2025
  DOI/Link: https://arxiv.org/abs/2501.06256

• Do-PFN: In-Context Learning for Causal Effect Estimation
  Jake Robertson, Arik Reuter, Siyuan Guo, Noah Hollmann, Frank Hutter, Bernhard Schölkopf
  Conference: NeurIPS / EurIPS 2025
  DOI/Link: —

• Causal Data Augmentation for Robust Fine-Tuning of Tabular Foundation Models
  Magnus Bühler, Lennart Purucker, Frank Hutter
  Conference: EurIPS 2025 — AI for Tabular Data Workshop
  DOI/Link: https://openreview.net/forum?id=EfQv02muYG&noteId=EfQv02muYG

• Gompertz Linear Units: Leveraging Asymmetry for Enhanced Learning Dynamics
  Indrashis Das, Mahmoud Safari, Steven Adriaensen, Frank Hutter
  Conference: NeurIPS 2025
  DOI/Link: https://arxiv.org/abs/2502.03654