Hans Kersting
6 papers · 2020–2024 · 3 venues · across top CS/AI venues
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Achievements
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🌍
Conference Polyglot · Bronze
🌉
Interdisciplinary Bridge · Bronze
🗺️
Taxonomy Completionist
(13)
Venues
Top co-authors
Research topics
Keywords
gradient descent
(3)
stochastic differential equation
(2)
noise injection
(2)
saddle point
(2)
stochastic gradient descent
(2)
sharpness-aware minimization
(1)
minimax optimization
(1)
gaussian process
(1)
stochastic process
(1)
noise correlation
(1)
ornstein-uhlenbeck process
(1)
overparameterized model
(1)
flat minima
(1)
fractional brownian motion
(1)
gradient descent ascent
(1)
ito calculus
(1)
overparameterized neural network
(1)
explicit regularization
(1)
neural network generalization
(1)
layer-wise perturbation
(1)
Papers
SDEs for Minimax Optimization
AISTATS 2024
An SDE for Modeling SAM: Theory and Insights
ICML 2023
Explicit Regularization in Overparametrized Models via Noise Injection
AISTATS 2023
Anticorrelated Noise Injection for Improved Generalization
ICML 2022
On the Theoretical Properties of Noise Correlation in Stochastic Optimization
NeurIPS 2022
Differentiable Likelihoods for Fast Inversion of ’Likelihood-Free’ Dynamical Systems
ICML 2020