Workshop Papers

2025

C. Bülte, S. Maskey, P. Scholl, J. von Berg, G. Kutyniok. Graph Neural Networks For Enhancing Ensemble Forecasts Of Extreme Rainfall. ICLR 2025 Workshop “Tackling Climate Change with Machine Learning”. (arXiv:2504.05471)
C. Kneissl, C. Bülte, P. Scholl, G. Kutyniok. "Uncertainty-aware diffusion models for probabilistic regression". The Epistemic Intelligence in Machine Learning workshop at the EURIPS 2025
A. Fono, H. Boche, G. Kutyniok. How to realize efficient Spiking Neural Networks?. AAAI 2026 Workshop on 'Foretell of Future AI from Mathematical Foundation' (Math4AI)
J. von Berg, A. Fono, M. Datres , S. Maskey, G. Kutyniok. The Price of Robustness: Stable Classifiers Need Overparameterization. ICML 2025 Workshop “3rd Workshop on High-dimensional Learning Dynamics (HiLD)”. (https://openreview.net/forum?id=rmFYS3vTwR)
C. Bülte, Y. Sale, T. Löhr, P. Hofman, G. Kutyniok, E. Hüllermeier. A Formal Assessment of Uncertainty Measures in Regression. EIML@EurIPS 2025 Workshop Epistemic Intelligence in Machine Learning

M. Singh, A. Fono, G. Kutyniok, Expressivity of Spiking Neural Networks. NeurIPS 2023 Workshop on Unifying Representations in Neural Models. (arXiv:2308.08218)
R. Paolino*, S. Maskey*, P. Welke, G. Kutyniok. Weisfeiler and Leman Go Loopy: A New Hierarchy for Graph Representational Learning. ICLR 2024 Workshop on Bridging the Gap Between Practice and Theory in Deep Learning. (arXiv:2403.13749)
C. Bülte, P. Scholl, G. Kutyniok. Probabilistic predictions with Fourier neural operators. NeurIPS 2024 Workshop on Bayesian Decision-making and Uncertainty. (pdf)

C. Yapar, F. Janesch, R. Levie, G. Kutyniok, G. Caire. Overview Of The Urban Wireless Localization Competition. 2023 IEEE International Workshop on Machine Learning for Signal Processing (pdf).

S. Maskey, A. Parviz, M. Thiessen, H. Stärk, Y. Sadikaj, H. Maron. Generalized Laplacian Positional Encoding for Graph Representation Learning. NeurIPS Workshop on Symmetry and Geometry in Neural Representations: Extended Abstract Track 2022 (arXiv:2210.15956).