ZM
Zahra Monfared
cs.LGmath.DScs.AInlin.CDcs.NAmath.NAstat.MLcs.CVeess.SPphysics.comp-ph
On Valency
published · living versionsW_xjv94uru·v1 · currentpublished
Data-driven Random-feature Approximation of Koopman Generators of Nonlinear Continuous-time Systems
with Ana Čukarska, Maximilian Gollwitzer, Viola Muning Li, Vladyslav Fediukov +1
1 version
Preprints & journals
16 papers in the corpus · 2019–2026Learning Generalizable Reconstruction of High-Dimensional Neural Dynamics2608.16569v2 · Anima Kujur, Zahra Monfared2026 · 0 citationsarXiv
On the algebra of Koopman eigenfunctions and on some of their infinities2604.21825v1 · Zahra Monfared, Saksham Malhotra, Sekiya Hajime et al.2026 · 0 citationsarXiv
Electrocardiogram Classification with Transformers Using Koopman and Wavelet Features2603.08339v1 · Sucheta Ghosh, Zahra Monfared2026 · 0 citationsarXiv
Multimodal Deep Learning for Dynamic and Static Neuroimaging: Integrating MRI and fMRI for Alzheimer Disease Analysis2603.13367v1 · Anima Kujur, Zahra Monfared2026 · 0 citationsarXiv
Contrastive and Multi-Task Learning on Noisy Brain Signals with Nonlinear Dynamical Signatures2601.08549v3 · Sucheta Ghosh, Felix Dietrich, Zahra Monfared2026 · 0 citationsarXiv
Detecting Invariant Manifolds in ReLU-Based RNNs2510.03814v4 · Lukas Eisenmann, Alena Brandle, Zahra Monfared et al.2025 · 0 citationsarXiv
Koopman-informed recurrent neural networks2410.23467v3 · Erik Lien Bolager, Ana Cukarska, Iryna Burak et al.2024 · 1 citationarXiv
Almost-Linear RNNs Yield Highly Interpretable Symbolic Codes in Dynamical Systems Reconstruction2410.14240v1 · Manuel Brenner, Christoph Jurgen Hemmer, Zahra Monfared et al.2024 · 1 citationarXiv
Out-of-Domain Generalization in Dynamical Systems Reconstruction2402.18377v2 · Niclas Goring, Florian Hess, Manuel Brenner et al.2024 · 2 citationsarXiv
Bifurcations and loss jumps in RNN training2310.17561v1 · Lukas Eisenmann, Zahra Monfared, Niclas Alexander Goring et al.2023 · 3 citationsarXiv
Generalized Teacher Forcing for Learning Chaotic Dynamics2306.04406v2 · Florian Hess, Zahra Monfared, Manuel Brenner et al.2023 · 7 citationsPMLR 202:13017-13049, 2023
Tractable Dendritic RNNs for Reconstructing Nonlinear Dynamical Systems2207.02542v1 · Manuel Brenner, Florian Hess, Jonas M. Mikhaeil et al.2022 · 11 citationsarXiv
On the difficulty of learning chaotic dynamics with RNNs2110.07238v3 · Jonas M. Mikhaeil, Zahra Monfared, Daniel Durstewitz2021 · 26 citationsarXiv
Transformation of ReLU-based recurrent neural networks from discrete-time to continuous-time2007.00321v1 · Zahra Monfared, Daniel Durstewitz2020 · 9 citationsarXiv
Existence of n-cycles and border-collision bifurcations in piecewise-linear continuous maps with applications to recurrent neural networks1911.04304v2 · Zahra Monfared, Daniel Durstewitz2019 · 7 citationsarXiv
Identifying nonlinear dynamical systems with multiple time scales and long-range dependencies1910.03471v3 · Dominik Schmidt, Georgia Koppe, Zahra Monfared et al.2019 · 13 citationsarXiv
Career total: 29 works. 16 are in this corpus.
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