Robert Gower
10 papers · 2016–2023 · 3 conferences · across top CS/AI conferences
Achievements
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πΊοΈ Taxonomy Completionist (16) π£ Hot Topic Early Bird π§ Keyword Pioneer π Conference Polyglot (3) π Academic Marathon (7)
π
Cross-Pollinator
(7)
π
Interdisciplinary Bridge
π
Century Club
(10)
Conferences
NIPS (5)
AISTATS (3)
ICML (2)
Top co-authors
Keywords
variance reduction
(4)
stochastic gradient
(3)
stochastic optimization
(3)
stochastic variance reduced gradient
(2)
variational inference
(2)
score matching
(1)
machine learning
(1)
convex optimization
(1)
empirical risk minimization
(1)
gradient estimation
(1)
non-convex optimization
(1)
optimal transport
(1)
proximal gradient
(1)
posterior approximation
(1)
condition number
(1)
bayesian inference
(1)
entropic regularization
(1)
sinkhorn algorithm
(1)
learning rate
(1)
nonconvex optimization
(1)
Papers
Variational Inference with Gaussian Score Matching
NIPS 2023
Provable convergence guarantees for black-box variational inference
NIPS 2023
SGD for Structured Nonconvex Functions: Learning Rates, Minibatching and Interpolation
AISTATS 2021
Towards closing the gap between the theory and practice of SVRG
NIPS 2019
Optimal Mini-Batch and Step Sizes for SAGA
ICML 2019
RSN: Randomized Subspace Newton
NIPS 2019
Tracking the gradients using the Hessian: A new look at variance reducing stochastic methods
AISTATS 2018
Accelerated Stochastic Matrix Inversion: General Theory and Speeding up BFGS Rules for Faster Second-Order Optimization
NIPS 2018
Stochastic algorithms for entropy-regularized optimal transport problems
AISTATS 2018
Stochastic Block BFGS: Squeezing More Curvature out of Data
ICML 2016