17 citations · 57 across the 11 of their papers we have counts for
4 papers · 2 filters
Generative Adversarial Mapping Networks
Jianbo Guo, Guangxiang Zhu, Jian Li
Generative Adversarial Networks (GANs) have shown impressive performance in generating photo-realistic images. They fit generative models by minimizing certain distance measure bet…
Practical Algorithms for Best-K Identification in Multi-Armed Bandits
Haotian Jiang, Jian Li, Mingda Qiao
In the Best- identification problem (Best--Arm), we are given stochastic bandit arms with unknown reward distributions. Our goal is to identify the arms with the larg…
SVM via Saddle Point Optimization: New Bounds and Distributed Algorithms
Yifei Jin, Lingxiao Huang, Jian Li
We study two important SVM variants: hard-margin SVM (for linearly separable cases) and -SVM (for linearly non-separable cases). We propose new algorithms from the perspective o…
Nearly Instance Optimal Sample Complexity Bounds for Top-k Arm Selection
Lijie Chen, Jian Li, Mingda Qiao
In the Best--Arm problem, we are given stochastic bandit arms, each associated with an unknown reward distribution. We are required to identify the arms with the largest…