10 citations · 10 across the 2 of their papers we have counts for
2 papers
q-bio.QM2024★ 10 cited
Non-Negative Universal Differential Equations With Applications in Systems Biology
Maren Philipps, Antonia Körner, Jakob Vanhoefer +2
Universal differential equations (UDEs) leverage the respective advantages of mechanistic models and artificial neural networks and combine them into one dynamic model. However, th…
cs.LG2024
Zero-shot Imputation with Foundation Inference Models for Dynamical Systems
Patrick Seifner, Kostadin Cvejoski, Antonia Körner +1
Dynamical systems governed by ordinary differential equations (ODEs) serve as models for a vast number of natural and social phenomena. In this work, we offer a fresh perspective o…