Mufan Li
5 papers · 2021–2023 · 2 venues · across top CS/AI venues
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Achievements
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🌍
Conference Polyglot · Bronze
🌉
Interdisciplinary Bridge · Bronze
🗺️
Taxonomy Completionist
(15)
Venues
Top co-authors
Research topics
Machine Learning
(5)
Optimization & Theory · Machine Learning
(4)
Mathematics & Optimization
(3)
Mathematics
(3)
Deep Learning
(2)
Architectures
(2)
Bayesian & Probabilistic · Machine Learning
(2)
Artificial Intelligence
(1)
Bayesian & Probabilistic · Artificial Intelligence
(1)
Optimization
(1)
Optimization & Theory · Deep Learning
(1)
Probability
(1)
Keywords
poincare inequality
(2)
log-sobolev inequality
(2)
infinite-width limit
(2)
stochastic differential equation
(2)
neural network initialization
(2)
covariance matrix
(1)
renyi divergence
(1)
stochastic process
(1)
condition number
(1)
convergence guarantee
(1)
convergence rate
(1)
activation function
(1)
residual network
(1)
langevin monte carlo
(1)
random matrix
(1)
langevin diffusion
(1)
infinite width
(1)
network initialization
(1)
infinite-width network
(1)
neural network
(1)
Papers
Improved Discretization Analysis for Underdamped Langevin Monte Carlo
COLT 2023
The Shaped Transformer: Attention Models in the Infinite Depth-and-Width Limit
NeurIPS 2023
Analysis of Langevin Monte Carlo from Poincare to Log-Sobolev
COLT 2022
The Neural Covariance SDE: Shaped Infinite Depth-and-Width Networks at Initialization
NeurIPS 2022
The future is log-Gaussian: ResNets and their infinite-depth-and-width limit at initialization
NeurIPS 2021