365 citations · 390 across the 3 of their papers we have counts for
3 papers
cs.LG2020★ 17 cited
Finite-Time Analysis for Double Q-learning
Huaqing Xiong, Lin Zhao, Yingbin Liang +1
Although Q-learning is one of the most successful algorithms for finding the best action-value function (and thus the optimal policy) in reinforcement learning, its implementation…
cs.LG2020★ 8 cited
Momentum Q-learning with Finite-Sample Convergence Guarantee
Bowen Weng, Huaqing Xiong, Lin Zhao +2
Existing studies indicate that momentum ideas in conventional optimization can be used to improve the performance of Q-learning algorithms. However, the finite-sample analysis for…
math.OC2016★ 365 cited
A Geometric Approach to Aggregate Flexibility Modeling of Thermostatically Controlled Loads
Lin Zhao, Wei Zhang, He Hao +1
Coordinated aggregation of a large population of thermostatically controlled loads (TCLs) presents a great potential to provide various ancillary services to the grid. One of the k…