Ta Duy Nguyen
6 papers · 2022–2024 · 3 conferences · across top CS/AI conferences
Achievements
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π§ Keyword Pioneer π Conference Polyglot (3) π Cross-Pollinator (13) π Interdisciplinary Bridge πΊοΈ Taxonomy Completionist (13)
π
Triple Crown
Conferences
ICML (3)
NIPS (2)
ICLR (1)
Keywords
high probability convergence
(2)
stochastic gradient descent
(2)
non-convex optimization
(1)
convex optimization
(1)
convergence analysis
(1)
generalization error
(1)
variance reduction
(1)
markov chain
(1)
adaptive learning rate
(1)
accelerated gradient
(1)
stochastic mirror descent
(1)
concentration inequality
(1)
convergence rate
(1)
gradient clipping
(1)
adaptive gradient
(1)
high probability bound
(1)
sub-gaussian noise
(1)
extra-gradient method
(1)
clipped gradient method
(1)
learning theory
(1)
Papers
Multiplicative Weights Update, Area Convexity and Random Coordinate Descent for Densest Subgraph Problems
ICML 2024
Improved Convergence in High Probability of Clipped Gradient Methods with Heavy Tailed Noise
NIPS 2023
On the Generalization Error of Stochastic Mirror Descent for Quadratically-Bounded Losses: an Improved Analysis
NIPS 2023
On the Convergence of AdaGrad(Norm) on $\mathbb{R}^d$: Beyond Convexity, Non-Asymptotic Rate and Acceleration
ICLR 2023
High Probability Convergence of Stochastic Gradient Methods
ICML 2023
Adaptive Accelerated (Extra-)Gradient Methods with Variance Reduction
ICML 2022