17 citations · 22 across the 2 of their papers we have counts for
2 papers
cs.LG2021★ 17 cited
An Efficient Pessimistic-Optimistic Algorithm for Stochastic Linear Bandits with General Constraints
Xin Liu, Bin Li, Pengyi Shi +1
This paper considers stochastic linear bandits with general nonlinear constraints. The objective is to maximize the expected cumulative reward over horizon subject to a set of…
cs.LG2020★ 5 cited
POND: Pessimistic-Optimistic oNline Dispatching
Xin Liu, Bin Li, Pengyi Shi +1
This paper considers constrained online dispatching with unknown arrival, reward and constraint distributions. We propose a novel online dispatching algorithm, named POND, standing…