4 citations · 13 across the 30 of their papers we have counts for
4 papers · 1 filter
Estimating Canopy Height at Scale
Jan Pauls, Max Zimmer, Una M. Kelly +6
We propose a framework for global-scale canopy height estimation based on satellite data. Our model leverages advanced data preprocessing techniques, resorts to a novel loss functi…
Extending the Continuum of Six-Colorings
Konrad Mundinger, Sebastian Pokutta, Christoph Spiegel +1
We present two novel six-colorings of the Euclidean plane that avoid monochromatic pairs of points at unit distance in five colors and monochromatic pairs at another specified dist…
Neural Parameter Regression for Explicit Representations of PDE Solution Operators
Konrad Mundinger, Max Zimmer, Sebastian Pokutta
We introduce Neural Parameter Regression (NPR), a novel framework specifically developed for learning solution operators in Partial Differential Equations (PDEs). Tailored for oper…
On the Byzantine-Resilience of Distillation-Based Federated Learning
Christophe Roux, Max Zimmer, Sebastian Pokutta
Federated Learning (FL) algorithms using Knowledge Distillation (KD) have received increasing attention due to their favorable properties with respect to privacy, non-i.i.d. data a…