Mufan Li
5 papers · 2021–2023 · 2 conferences · across top CS/AI conferences
Achievements
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π
Conference Polyglot
(2)
π
Interdisciplinary Bridge
πΊοΈ
Taxonomy Completionist
(12)
π§
Keyword Pioneer
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Cross-Pollinator
(15)
Conferences
NIPS (3)
COLT (2)
Top co-authors
Keywords
poincare inequality
(2)
neural network initialization
(2)
log-sobolev inequality
(2)
stochastic differential equation
(2)
infinite width limit
(2)
stochastic process
(1)
convergence rate
(1)
activation function
(1)
residual network
(1)
langevin monte carlo
(1)
random matrix
(1)
infinite width
(1)
network initialization
(1)
infinite-width network
(1)
neural network
(1)
underdamped langevin monte carlo
(1)
renyi discretization
(1)
unnormalized density sampling
(1)
attention mechanism
(1)
infinite depth-width limit
(1)
Papers
The Shaped Transformer: Attention Models in the Infinite Depth-and-Width Limit
NIPS 2023
Improved Discretization Analysis for Underdamped Langevin Monte Carlo
COLT 2023
The Neural Covariance SDE: Shaped Infinite Depth-and-Width Networks at Initialization
NIPS 2022
Analysis of Langevin Monte Carlo from Poincare to Log-Sobolev
COLT 2022
The future is log-Gaussian: ResNets and their infinite-depth-and-width limit at initialization
NIPS 2021