Zahra Monfared
8 papers · 2020–2024 · 3 venues · across top CS/AI venues
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Achievements
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🌍 Conference Polyglot · Bronze 🌉 Interdisciplinary Bridge · Silver 🗺️ Taxonomy Completionist (21) 🐣 Hot Topic Early Bird 🏆 Keyword Champion (2)
🔥
Unstoppable · Bronze
Venues
Top co-authors
Research topics
Machine Learning
(8)
Deep Learning
(7)
Architectures
(7)
Optimization & Theory · Machine Learning
(6)
Artificial Intelligence
(3)
Core AI
(3)
Data Science & Analytics
(2)
Mathematics & Optimization
(2)
Core Methods
(2)
Learning Types · Deep Learning
(2)
Methods
(2)
Optimization
(2)
Optimization & Theory · Deep Learning
(2)
Application Areas
(1)
Learning Types · Machine Learning
(1)
Keywords
dynamical system
(7)
recurrent neural network
(7)
piecewise linear
(2)
teacher forcing
(2)
gradient descent
(2)
time series
(2)
chaotic dynamics
(2)
piecewise linear system
(2)
interpretable model
(1)
gradient vanishing
(1)
out-of-domain generalization
(1)
dynamical system reconstruction
(1)
symbolic encoding
(1)
chaotic attractor
(1)
long-range dependency
(1)
ergodic theory
(1)
vanishing gradient
(1)
exploding gradient
(1)
discrete-time system
(1)
continuous-time system
(1)
Papers
Almost-Linear RNNs Yield Highly Interpretable Symbolic Codes in Dynamical Systems Reconstruction
NeurIPS 2024
Out-of-Domain Generalization in Dynamical Systems Reconstruction
ICML 2024
Bifurcations and loss jumps in RNN training
NeurIPS 2023
Generalized Teacher Forcing for Learning Chaotic Dynamics
ICML 2023
On the difficulty of learning chaotic dynamics with RNNs
NeurIPS 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