Manuel Brenner

17 papers A* 7Journal 9
YearRankTypeTitle / Venue / Authors
2026 J jnl
Uncovering the Computational Roles of Nonlinearity in Sequence Modeling Using Almost-Linear RNNs.
Trans. Mach. Learn. Res.
Manuel Brenner, Georgia Koppe
2025 A* conf
Learning Interpretable Hierarchical Dynamical Systems Models from Time Series Data.
ICLR
Manuel Brenner, Elias Weber, Georgia Koppe, Daniel Durstewitz
2025 J jnl
Uncovering the Functional Roles of Nonlinearity in Memory.
CoRR
Manuel Brenner, Georgia Koppe
2024 A* conf
Almost-Linear RNNs Yield Highly Interpretable Symbolic Codes in Dynamical Systems Reconstruction.
NeurIPS
Manuel Brenner, Christoph Jürgen Hemmer, Zahra Monfared, Daniel Durstewitz
2024 J jnl
Almost-Linear RNNs Yield Highly Interpretable Symbolic Codes in Dynamical Systems Reconstruction.
CoRR
Manuel Brenner, Christoph Jürgen Hemmer, Zahra Monfared, Daniel Durstewitz
2024 A* conf
Integrating Multimodal Data for Joint Generative Modeling of Complex Dynamics.
ICML
Manuel Brenner, Florian Hess, Georgia Koppe, Daniel Durstewitz
2024 — —
Learning Interpretable Dynamical Systems Models from Multimodal Empirical Time Series.
Manuel Brenner
2024 J jnl
Learning Interpretable Hierarchical Dynamical Systems Models from Time Series Data.
CoRR
Manuel Brenner, Elias Weber, Georgia Koppe, Daniel Durstewitz
2024 A* conf
Optimal Recurrent Network Topologies for Dynamical Systems Reconstruction.
ICML
Christoph Jürgen Hemmer, Manuel Brenner, Florian Hess, Daniel Durstewitz
2024 J jnl
Optimal Recurrent Network Topologies for Dynamical Systems Reconstruction.
CoRR
Christoph Jürgen Hemmer, Manuel Brenner, Florian Hess, Daniel Durstewitz
2024 A* conf
Out-of-Domain Generalization in Dynamical Systems Reconstruction.
ICML
Niclas Alexander Göring, Florian Hess, Manuel Brenner, Zahra Monfared, Daniel Durstewitz
2024 J jnl
Out-of-Domain Generalization in Dynamical Systems Reconstruction.
CoRR
Niclas Alexander Göring, Florian Hess, Manuel Brenner, Zahra Monfared, Daniel Durstewitz
2023 A* conf
Generalized Teacher Forcing for Learning Chaotic Dynamics.
ICML
Florian Hess, Zahra Monfared, Manuel Brenner, Daniel Durstewitz
2023 J jnl
Generalized Teacher Forcing for Learning Chaotic Dynamics.
CoRR
Florian Hess, Zahra Monfared, Manuel Brenner, Daniel Durstewitz
2022 J jnl
Multimodal Teacher Forcing for Reconstructing Nonlinear Dynamical Systems.
CoRR
Manuel Brenner, Georgia Koppe, Daniel Durstewitz
2022 A* conf
Tractable Dendritic RNNs for Reconstructing Nonlinear Dynamical Systems.
ICML
Manuel Brenner, Florian Hess, Jonas M. Mikhaeil, Leonard F. Bereska, Zahra Monfared, Po-Chen Kuo, Daniel Durstewitz
2022 J jnl
Tractable Dendritic RNNs for Reconstructing Nonlinear Dynamical Systems.
CoRR
Manuel Brenner, Florian Hess, Jonas M. Mikhaeil, Leonard F. Bereska, Zahra Monfared, Po-Chen Kuo, Daniel Durstewitz