Leonardo Zepeda-Núñez
5 papers · 2023–2024 · 3 venues · across top CS/AI venues
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Achievements
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🌍
Conference Polyglot · Bronze
🌉
Interdisciplinary Bridge · Bronze
🗺️
Taxonomy Completionist
(12)
🐣
Hot Topic Early Bird
👑
Triple Crown
Venues
Top co-authors
Research topics
Keywords
fluid dynamics
(2)
diffusion model
(2)
conditional sampling
(2)
lyapunov exponent
(1)
latent variable model
(1)
score function
(1)
latent dynamical model
(1)
dynamical system
(1)
surrogate model
(1)
stochastic differential equation
(1)
statistical downscaling
(1)
unpaired data
(1)
invariant measure
(1)
latent trajectory
(1)
chaotic system
(1)
neural network
(1)
probistic mapping
(1)
resolution upsampling
(1)
turbulence modeling
(1)
large eddy simulation
(1)
Papers
DySLIM: Dynamics Stable Learning by Invariant Measure for Chaotic Systems
ICML 2024
Debias Coarsely, Sample Conditionally: Statistical Downscaling through Optimal Transport and Probabilistic Diffusion Models
NeurIPS 2023
Evolve Smoothly, Fit Consistently: Learning Smooth Latent Dynamics For Advection-Dominated Systems
ICLR 2023
Neural Ideal Large Eddy Simulation: Modeling Turbulence with Neural Stochastic Differential Equations
NeurIPS 2023
User-defined Event Sampling and Uncertainty Quantification in Diffusion Models for Physical Dynamical Systems
ICML 2023