2025

Köhs, Lukas ; Alt, Bastian ; Koeppl, Heinz (2025)
Markov Chain Monte Carlo for Continuous-Time Switching Dynamical Systems.
The 39th International Conference on Machine Learning. Baltimore, MD (17.07.2022 - 23.07.2022)
doi: 10.26083/tuprints-00028935
Conference or Workshop Item, Secondary publication, Publisher's Version

Köhs, Lukas ; Alt, Bastian ; Koeppl, Heinz
eds.: Ranzato, M. ; Beygelzimer, A. ; Dauphin, Y. ; Liang, P. S. ; Wortman Vaughan, J. (2025)
Variational Inference for Continuous-Time Switching Dynamical Systems.
Thirty-Fifth Annual Conference on Neural Information Processing Systems. Virtual Conference (06.12.2021 - 14.12.2021)
doi: 10.26083/tuprints-00028936
Conference or Workshop Item, Secondary publication, Publisher's Version

2023

Köhs, Lukas (2023)
Bayesian inference and learning in switching biological systems.
Technische Universität Darmstadt
doi: 10.26083/tuprints-00023022
Ph.D. Thesis, Primary publication, Publisher's Version

2022

Köhs, Lukas ; Kukovetz, Kerri ; Rauh, Oliver ; Koeppl, Heinz (2022)
Nonparametric Bayesian inference for meta-stable conformational dynamics.
In: Physical Biology, 2022, 19 (5)
doi: 10.26083/tuprints-00022096
Article, Secondary publication, Publisher's Version