Koppe, Georgia

6 publications

TMLR 2026 Uncovering the Computational Roles of Nonlinearity in Sequence Modeling Using Almost-Linear RNNs Manuel Brenner, Georgia Koppe

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

NeurIPS 2024 A Scalable Generative Model for Dynamical System Reconstruction from Neuroimaging Data Eric Volkmann, Alena Brändle, Daniel Durstewitz, Georgia Koppe

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

ICML 2022 Reconstructing Nonlinear Dynamical Systems from Multi-Modal Time Series Daniel Kramer, Philine L Bommer, Carlo Tombolini, Georgia Koppe, Daniel Durstewitz

ICLR 2021 Identifying Nonlinear Dynamical Systems with Multiple Time Scales and Long-Range Dependencies Dominik Schmidt, Georgia Koppe, Zahra Monfared, Max Beutelspacher, Daniel Durstewitz