Yunbum Kook
7 papers · 2022–2025 · 3 venues · across top CS/AI venues
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Achievements
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🌍
Conference Polyglot · Bronze
🌉
Interdisciplinary Bridge · Silver
🗺️
Taxonomy Completionist
(16)
Venues
Top co-authors
Research topics
Keywords
riemannian hamiltonian monte carlo
(2)
log-concave sampling
(2)
markov chain monte carlo
(2)
systems biology
(1)
stationary distribution
(1)
tensor completion
(1)
markov chain sampling
(1)
mixing time
(1)
constrained sampling
(1)
diffusion model
(1)
adam optimizer
(1)
convex body
(1)
dikin walk
(1)
monte carlo method
(1)
sampling algorithm
(1)
two-layer neural network
(1)
interior point method
(1)
structured regression
(1)
numerical integrator
(1)
high-dimensional sampling
(1)
Papers
Fast Tensor Completion via Approximate Richardson Iteration
ICML 2025
Gaussian Cooling and Dikin Walks: The Interior-Point Method for Logconcave Sampling
COLT 2024
In-and-Out: Algorithmic Diffusion for Sampling Convex Bodies
NeurIPS 2024
Sampling from the Mean-Field Stationary Distribution
COLT 2024
Understanding Adam Optimizer via Online Learning of Updates: Adam is FTRL in Disguise
ICML 2024
Condition-number-independent Convergence Rate of Riemannian Hamiltonian Monte Carlo with Numerical Integrators
COLT 2023
Sampling with Riemannian Hamiltonian Monte Carlo in a Constrained Space
NeurIPS 2022