J. Nathan Kutz
5 papers · 2021–2025 · 2 conferences · across top CS/AI conferences
Achievements
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π Interdisciplinary Bridge π§ Keyword Pioneer π Conference Polyglot (2) π Cross-Pollinator (14) πΊοΈ Taxonomy Completionist (10)
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Hot Topic Early Bird
Conferences
JMLR (4)
L4DC (1)
Top co-authors
Keywords
dynamical system
(3)
dimensionality reduction
(2)
neural network
(2)
time series prediction
(1)
fourier transform
(1)
low-rank representation
(1)
spectral decomposition
(1)
convex optimization
(1)
spectral method
(1)
lie group
(1)
multilayer perceptron
(1)
long-term prediction
(1)
spatio-temporal datum
(1)
dynamic mode decomposition
(1)
koopman theory
(1)
quasi-periodic signal
(1)
surrogate modeling
(1)
data-driven modeling
(1)
neural implicit representation
(1)
spatiotemporal pattern
(1)
Papers
A Unified Framework to Enforce, Discover, and Promote Symmetry in Machine Learning
JMLR 2025
Physics-Enforced Reservoir Computing for Forecasting Spatiotemporal Systems
L4DC 2025
PyDMD: A Python Package for Robust Dynamic Mode Decomposition
JMLR 2024
Neural Implicit Flow: a mesh-agnostic dimensionality reduction paradigm of spatio-temporal data
JMLR 2023
From Fourier to Koopman: Spectral Methods for Long-term Time Series Prediction
JMLR 2021