Damek Davis
9 papers · 2014–2025 · 4 conferences · across top CS/AI conferences
Achievements
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π£ Hot Topic Early Bird π§ Keyword Pioneer π Conference Polyglot (4) π Academic Marathon (11) π Cross-Pollinator (9)
πΊοΈ
Taxonomy Completionist
(19)
π
Interdisciplinary Bridge
π§¬
Topic Evolution
π₯
Unstoppable
(5)
π
Trend Setter
Conferences
COLT (3)
NIPS (3)
CVPR (2)
JMLR (1)
Top co-authors
Keywords
strongly convex
(2)
proximal point method
(2)
sample complexity
(2)
stochastic optimization
(2)
stochastic convex optimization
(2)
matrix factorization
(1)
convex optimization
(1)
stochastic gradient descent
(1)
illumination invariance
(1)
expectation maximization
(1)
visual search
(1)
kernel approximation
(1)
kernel pca
(1)
multi-view learning
(1)
non-convex optimization
(1)
linear regression
(1)
image matching
(1)
global convergence
(1)
strong convexity
(1)
nonconvex optimization
(1)
Papers
Online Covariance Estimation in Nonsmooth Stochastic Approximation
COLT 2025
Aiming towards the minimizers: fast convergence of SGD for overparametrized problems
NIPS 2023
A gradient sampling method with complexity guarantees for Lipschitz functions in high and low dimensions
NIPS 2022
From Low Probability to High Confidence in Stochastic Convex Optimization
JMLR 2021
High probability guarantees for stochastic convex optimization
COLT 2020
Global Convergence of the EM Algorithm for Mixtures of Two Component Linear Regression
COLT 2019
The Sound of APALM Clapping: Faster Nonsmooth Nonconvex Optimization with Stochastic Asynchronous PALM
NIPS 2016
Multi-View Feature Engineering and Learning
CVPR 2015
Asymmetric Sparse Kernel Approximations for Large-scale Visual Search
CVPR 2014