Temporal unpredictability of a stimulus sequence affects brain activation differently depending on cognitive task demands. - Georgia Koppe; Harald Gruppe; Gebhard Sammer; Bernd Gallhofer; Peter Kirsch 001; Stefanie Lis (NeuroImage, 2014)

Temporal unpredictability of a stimulus sequence and the processing of neutral and emotional stimuli. - Georgia Koppe; A. Heidel; Gebhard Sammer; M. Bohus; Bernd Gallhofer; Peter Kirsch 001; Stefanie Lis (NeuroImage, 2015)

Inferring Dynamical Systems with Long-Range Dependencies through Line Attractor Regularization. - Dominik Schmidt; Georgia Koppe; Max Beutelspacher; Daniel Durstewitz (CoRR, 2019)

Identifying nonlinear dynamical systems via generative recurrent neural networks with applications to fMRI. - Georgia Koppe; Hazem Toutounji; Peter Kirsch 001; Stefanie Lis; Daniel Durstewitz (PLoS Comput. Biol., 2019)

Identifying nonlinear dynamical systems with multiple time scales and long-range dependencies. - Dominik Schmidt; Georgia Koppe; Zahra Monfared; Max Beutelspacher; Daniel Durstewitz (ICLR, 2021)

Identifying nonlinear dynamical systems from multi-modal time series data. - Philine Lou Bommer; Daniel Kramer; Carlo Tombolini; Georgia Koppe; Daniel Durstewitz (CoRR, 2021)

Reconstructing Nonlinear Dynamical Systems from Multi-Modal Time Series. - Daniel Kramer; Philine Lou Bommer; Daniel Durstewitz; Carlo Tombolini; Georgia Koppe (ICML, 2022)

Multimodal Teacher Forcing for Reconstructing Nonlinear Dynamical Systems. - Manuel Brenner; Georgia Koppe; Daniel Durstewitz (CoRR, 2022)

Integrating Multimodal Data for Joint Generative Modeling of Complex Dynamics. - Manuel Brenner; Florian Hess; Georgia Koppe; Daniel Durstewitz (ICML, 2024)

A scalable generative model for dynamical system reconstruction from neuroimaging data. - Eric Volkmann; Alena Brändle; Daniel Durstewitz; Georgia Koppe (NeurIPS, 2024)

Learning Interpretable Hierarchical Dynamical Systems Models from Time Series Data. - Manuel Brenner; Elias Weber; Georgia Koppe; Daniel Durstewitz (ICLR, 2025)

Uncovering the Functional Roles of Nonlinearity in Memory. - Manuel Brenner; Georgia Koppe (CoRR, 2025)

What Neuroscience Can Teach AI About Learning in Continuously Changing Environments. - Daniel Durstewitz; Bruno Averbeck; Georgia Koppe (CoRR, 2025)