Ta Duy Nguyen

activity

20172026

most citedOn Adversarial Bias and the Robustness of Fair Machine Learning

37 citations · 56 across the 14 of their papers we have counts for

collaborators

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2 papers · 1 filter

cs.LG2022

META-STORM: Generalized Fully-Adaptive Variance Reduced SGD for Unbounded Functions

Zijian Liu, Ta Duy Nguyen, Thien Hang Nguyen +2

We study the application of variance reduction (VR) techniques to general non-convex stochastic optimization problems. In this setting, the recent work STORM [Cutkosky-Orabona '19]…

cs.LG2022

On the Convergence of AdaGrad(Norm) on $R^{d}$ : Beyond Convexity, Non-Asymptotic Rate and Acceleration

Zijian Liu, Ta Duy Nguyen, Alina Ene +1

Existing analysis of AdaGrad and other adaptive methods for smooth convex optimization is typically for functions with bounded domain diameter. In unconstrained problems, previous…

META-STORM: Generalized Fully-Adaptive Variance Reduced SGD for Unbounded Functions

On the Convergence of AdaGrad(Norm) on Rd: Beyond Convexity, Non-Asymptotic Rate and Acceleration

On the Convergence of AdaGrad(Norm) on $R^{d}$ : Beyond Convexity, Non-Asymptotic Rate and Acceleration