Karthik Elamvazhuthi
3 papers · 2023–2025 · 3 venues · across top CS/AI venues
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Achievements
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Conference Polyglot · Bronze
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Research topics
Keywords
generative modeling
(1)
manifold learning
(1)
universal approximation
(1)
transformer
(1)
probability density
(1)
score matching
(1)
diffusion model
(1)
neural ordinary differential equation
(1)
fokker-planck equation
(1)
geometric controllability
(1)
diffeomorphism approximation
(1)
smooth manifold
(1)
neural network
(1)
porous media equation
(1)
cucker-smale model
(1)
flocking
(1)
l₂ distance
(1)
mean-field models
(1)
Papers
Universal Approximation of Mean-Field Models via Transformers
ICML 2025
A Score-Based Deterministic Diffusion Algorithm with Smooth Scores for General Distributions
AAAI 2024
Learning on Manifolds: Universal Approximations Properties using Geometric Controllability Conditions for Neural ODEs
L4DC 2023