Hans Kersting
6 papers · 2020–2024 · 3 conferences · across top CS/AI conferences
Achievements
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🌉 Interdisciplinary Bridge 🧭 Keyword Pioneer 🌍 Conference Polyglot (3) 🐝 Cross-Pollinator (9) 🗺️ Taxonomy Completionist (14)
🏆
Keyword Champion
(2)
Conferences
ICML (3)
AISTATS (2)
NIPS (1)
Top co-authors
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
Explicit Regularization in Overparametrized Models via Noise Injection
AISTATS 2023
An SDE for Modeling SAM: Theory and Insights
ICML 2023
On the Theoretical Properties of Noise Correlation in Stochastic Optimization
NIPS 2022
Anticorrelated Noise Injection for Improved Generalization
ICML 2022
Differentiable Likelihoods for Fast Inversion of ’Likelihood-Free’ Dynamical Systems
ICML 2020