Zahra Monfared
8 papers · 2020–2024 · 3 conferences · across top CS/AI conferences
Achievements
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๐ฃ Hot Topic Early Bird ๐งญ Keyword Pioneer ๐ Conference Polyglot (3) ๐บ๏ธ Taxonomy Completionist (19) ๐ Interdisciplinary Bridge
๐
Cross-Pollinator
(14)
๐
Renaissance Researcher
(5)
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Keyword Champion
(2)
๐ฅ
Unstoppable
(5)
Conferences
ICML (4)
NIPS (3)
ICLR (1)
Top co-authors
Keywords
dynamical system
(6)
recurrent neural network
(6)
teacher forcing
(2)
piecewise linear
(2)
chaotic dynamics
(2)
gradient descent
(2)
fixed point
(1)
gradient clipping
(1)
training dynamics
(1)
interpretable model
(1)
dynamical system reconstruction
(1)
symbolic encoding
(1)
chaotic attractor
(1)
vanishing gradient
(1)
exploding gradient
(1)
discrete-time system
(1)
continuous-time system
(1)
piecewise-linear system
(1)
dendritic computation
(1)
discrete time
(1)
Papers
Almost-Linear RNNs Yield Highly Interpretable Symbolic Codes in Dynamical Systems Reconstruction
NIPS 2024
Out-of-Domain Generalization in Dynamical Systems Reconstruction
ICML 2024
Generalized Teacher Forcing for Learning Chaotic Dynamics
ICML 2023
Bifurcations and loss jumps in RNN training
NIPS 2023
On the difficulty of learning chaotic dynamics with RNNs
NIPS 2022
Tractable Dendritic RNNs for Reconstructing Nonlinear Dynamical Systems
ICML 2022
Identifying nonlinear dynamical systems with multiple time scales and long-range dependencies
ICLR 2021
Transformation of ReLU-based recurrent neural networks from discrete-time to continuous-time
ICML 2020