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eess.SP2022
Data-Driven Quickest Change Detection in (Hidden) Markov Models
Qi Zhang, Zhongchang Sun, Luis C. Herrera +1
The paper investigates the problems of quickest change detection in Markov models and hidden Markov models (HMMs). Sequential observations are taken from a (hidden) Markov model. A…
cs.LG2022★ 1 cited
Provably Efficient Offline Reinforcement Learning with Trajectory-Wise Reward
Tengyu Xu, Yue Wang, Shaofeng Zou +1
The remarkable success of reinforcement learning (RL) heavily relies on observing the reward of every visited state-action pair. In many real world applications, however, an agent…