Shunshi Zhang
5 papers · 2020–2023 · 3 venues · across top CS/AI venues
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Achievements
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🌍
Conference Polyglot · Bronze
🌉
Interdisciplinary Bridge · Bronze
🗺️
Taxonomy Completionist
(16)
Venues
Top co-authors
Research topics
Machine Learning
(5)
Mathematics & Optimization
(4)
Optimization & Theory
(4)
Bayesian & Probabilistic · Machine Learning
(3)
Mathematics
(3)
Optimization
(3)
Artificial Intelligence
(2)
Deep Learning
(1)
Architectures
(1)
Bayesian & Probabilistic · Artificial Intelligence
(1)
Core AI
(1)
Probability
(1)
Keywords
langevin monte carlo
(3)
markov chain monte carlo
(3)
poincare inequality
(3)
renyi divergence
(2)
log-sobolev inequality
(2)
stochastic process
(1)
strong convexity
(1)
condition number
(1)
convergence guarantee
(1)
convergence rate
(1)
recurrent neural network
(1)
chi-squared divergence
(1)
sparse network
(1)
langevin diffusion
(1)
logarithmic sobolev constant
(1)
potential function
(1)
non log concave sampling
(1)
underdamped langevin monte carlo
(1)
renyi discretization
(1)
unnormalized density sampling
(1)
Papers
Improved Discretization Analysis for Underdamped Langevin Monte Carlo
COLT 2023
Analysis of Langevin Monte Carlo from Poincare to Log-Sobolev
COLT 2022
Convergence of Langevin Monte Carlo in Chi-Squared and Rényi Divergence
AISTATS 2022
Towards a Theory of Non-Log-Concave Sampling:First-Order Stationarity Guarantees for Langevin Monte Carlo
COLT 2022
One-Shot Pruning of Recurrent Neural Networks by Jacobian Spectrum Evaluation
ICLR 2020