Yang Wang

activity

20202024

most citedGeneralized Linear Bandits with Local Differential Privacy

6 citations · 10 across the 7 of their papers we have counts for

collaborators

Showing 2022Show all

3 papers · 1 filter

cs.LG2022★ 2 cited

Optimal Contextual Bandits with Knapsacks under Realizability via Regression Oracles

Yuxuan Han, Jialin Zeng, Yang Wang +2

We study the stochastic contextual bandit with knapsacks (CBwK) problem, where each action, taken upon a context, not only leads to a random reward but also costs a random resource…

cs.IT2022

Performance Analysis of OMP in Super-Resolution

Yuxuan Han, Zhiyi Huang, Yang Wang +1

Given a spectrally sparse signal $y = \sum_{i = 1}^{s} x_{i} f (τ_{i}) \in C^{2 n + 1}$ consisting of $s$ complex sinusoids, we consider the super-resolution problem,…

cs.LG2022

On Private Online Convex Optimization: Optimal Algorithms in $ℓ_{p}$ -Geometry and High Dimensional Contextual Bandits

Yuxuan Han, Zhicong Liang, Zhipeng Liang +3

Differentially private (DP) stochastic convex optimization (SCO) is ubiquitous in trustworthy machine learning algorithm design. This paper studies the DP-SCO problem with streamin…

Optimal Contextual Bandits with Knapsacks under Realizability via Regression Oracles

Performance Analysis of OMP in Super-Resolution

On Private Online Convex Optimization: Optimal Algorithms in ℓp​-Geometry and High Dimensional Contextual Bandits

On Private Online Convex Optimization: Optimal Algorithms in $ℓ_{p}$ -Geometry and High Dimensional Contextual Bandits