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Yijiang Lian

3 accepted papers

2020

Efficient and Robust High-Dimensional Linear Contextual Bandits

IJCAI 2020poster

The linear contextual bandits is a sequential decision-making problem where an agent decides among sequential actions given their corresponding contexts. Since large-scale data sets become more and more common, we study the linear contextual bandits in high-dimensional situations. Recent works focus…

Cited by 0SourcePDFScholar
2020

Lower Complexity Bounds for Finite-Sum Convex-Concave Minimax Optimization Problems

ICML 2020poster

This paper studies the lower bound complexity for minimax optimization problem whose objective function is the average of $n$ individual smooth convex-concave functions. We consider the algorithm which gets access to gradient and proximal oracle for each individual component. For the strongly-convex…

Cited by 24SourcePDFScholar