[HTML][HTML] Imprecise bayesian optimization

J Rodemann, T Augustin - Knowledge-Based Systems, 2024‏ - Elsevier
Bayesian optimization (BO) with Gaussian processes (GPs) surrogate models is widely used
to optimize analytically unknown and expensive-to-evaluate functions. In this paper, we …

Reciprocal learning

J Rodemann, C Jansen… - Advances in Neural …, 2025‏ - proceedings.neurips.cc
We demonstrate that numerous machine learning algorithms are specific instances of one
single paradigm: reciprocal learning. These instances range from active learning over multi …