Geiger, Bernhard C

6 publications

MLJ 2025 Trustworthy Representation Learning via Information Funnels and Bottlenecks João Machado de Freitas, Bernhard C. Geiger

ICLRW 2024 Approximating Family of Steep Traveling Wave Solutions to Fisher's Equation with PINNs Franz M. Rohrhofer, Stefan Posch, Clemens Gößnitzer, Bernhard C Geiger

ICLR 2023 Information Plane Analysis for Dropout Neural Networks Linara Adilova, Bernhard C Geiger, Asja Fischer

TMLR 2023 On the Role of Fixed Points of Dynamical Systems in Training Physics-Informed Neural Networks Franz M. Rohrhofer, Stefan Posch, Clemens Gößnitzer, Bernhard C Geiger

NeurIPSW 2022 How PINNs Cheat: Predicting Chaotic Motion of a Double Pendulum Sophie Steger, Franz M. Rohrhofer, Bernhard C Geiger

ECML-PKDD 2013 Greedy Part-Wise Learning of Sum-Product Networks Robert Peharz, Bernhard C. Geiger, Franz Pernkopf