70 citations · 99 across the 7 of their papers we have counts for
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3 papers · 1 filter
cs.LG2019★ 1 cited
Adaptive and Efficient Algorithms for Tracking the Best Expert
Shiyin Lu, Lijun Zhang
In this paper, we consider the problem of prediction with expert advice in dynamic environments. We choose tracking regret as the performance metric and develop two adaptive and ef…
cs.LG2019★ 5 cited
Multi-Objective Generalized Linear Bandits
Shiyin Lu, Guanghui Wang, Yao Hu +1
In this paper, we study the multi-objective bandits (MOB) problem, where a learner repeatedly selects one arm to play and then receives a reward vector consisting of multiple objec…
cs.LG2019★ 5 cited
Adaptivity and Optimality: A Universal Algorithm for Online Convex Optimization
Guanghui Wang, Shiyin Lu, Lijun Zhang
In this paper, we study adaptive online convex optimization, and aim to design a universal algorithm that achieves optimal regret bounds for multiple common types of loss functions…