Rotem Mulayoff
8 papers · 2018–2026 · 5 venues · across top CS/AI venues
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Achievements
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π Conference Polyglot Β· Silver π Academic Marathon Β· Sprint π Interdisciplinary Bridge Β· Bronze πΊοΈ Taxonomy Completionist (21) π£ Hot Topic Early Bird
π
Grand Slam
Venues
Top co-authors
Research topics
Machine Learning
(8)
Optimization & Theory Β· Machine Learning
(8)
Deep Learning
(7)
Optimization & Theory Β· Deep Learning
(5)
Architectures
(3)
Mathematics & Optimization
(2)
Core Methods
(2)
Optimization
(2)
Artificial Intelligence
(1)
Healthcare & Medicine
(1)
Bayesian & Probabilistic
(1)
Models
(1)
Probability
(1)
Research
(1)
Keywords
stochastic gradient descent
(5)
implicit bia
(2)
relu network
(2)
flat minima
(2)
minima stability
(2)
neural network optimization
(1)
covariance estimation
(1)
image restoration
(1)
hierarchical representation
(1)
posterior distribution
(1)
gradient descent
(1)
nonparametric statistics
(1)
stochastic process
(1)
functional brain networks
(1)
uncertainty quantification
(1)
diffusion model
(1)
learning rate
(1)
function space
(1)
nonlinear dynamics
(1)
hessian matrix
(1)
Papers
On the Stability of Nonlinear Dynamics in GD and SGD: Beyond Quadratic Potentials
COLT 2026
Exact Mean Square Linear Stability Analysis for SGD
COLT 2024
Hierarchical Uncertainty Exploration via Feedforward Posterior Trees
NeurIPS 2024
The Expected Loss of Preconditioned Langevin Dynamics Reveals the Hessian Rank
AAAI 2024
The Implicit Bias of Minima Stability in Multivariate Shallow ReLU Networks
ICLR 2023
The Implicit Bias of Minima Stability: A View from Function Space
NeurIPS 2021
Unique Properties of Flat Minima in Deep Networks
ICML 2020
Revealing Common Statistical Behaviors in Heterogeneous Populations
ICML 2018