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Monfared, Zahra
9 publications
NeurIPS
2024
Almost-Linear RNNs Yield Highly Interpretable Symbolic Codes in Dynamical Systems Reconstruction
Manuel Brenner
,
Christoph Jürgen Hemmer
,
Zahra Monfared
,
Daniel Durstewitz
ICML
2024
Out-of-Domain Generalization in Dynamical Systems Reconstruction
Niclas Alexander Göring
,
Florian Hess
,
Manuel Brenner
,
Zahra Monfared
,
Daniel Durstewitz
NeurIPSW
2024
Role of Parametrization in Learning Dynamics of Recurrent Neural Networks
Adwait Datar
,
Chinmay Datar
,
Zahra Monfared
,
Felix Dietrich
NeurIPS
2023
Bifurcations and Loss Jumps in RNN Training
Lukas Eisenmann
,
Zahra Monfared
,
Niclas Göring
,
Daniel Durstewitz
ICML
2023
Generalized Teacher Forcing for Learning Chaotic Dynamics
Florian Hess
,
Zahra Monfared
,
Manuel Brenner
,
Daniel Durstewitz
NeurIPS
2022
On the Difficulty of Learning Chaotic Dynamics with RNNs
Jonas Mikhaeil
,
Zahra Monfared
,
Daniel Durstewitz
ICML
2022
Tractable Dendritic RNNs for Reconstructing Nonlinear Dynamical Systems
Manuel Brenner
,
Florian Hess
,
Jonas M Mikhaeil
,
Leonard F Bereska
,
Zahra Monfared
,
Po-Chen Kuo
,
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
ICML
2020
Transformation of ReLU-Based Recurrent Neural Networks from Discrete-Time to Continuous-Time
Zahra Monfared
,
Daniel Durstewitz