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Thompson Sampling for Unimodal Bandits



Long Yang , Zhao Li , Zehong Hu , Shasha Ruan , Shijian Li , Gang Pan , Hongyang Chen

* There are some technical parts need to be improved. We will fix these places and provide an updated version 

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Which Channel to Ask My Question? Personalized Customer Service RequestStream Routing using DeepReinforcement Learning



Zining Liu , Chong Long , Xiaolu Lu , Zehong Hu , Jie Zhang , Yafang Wang

* 13 pages, 7 figures 

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Artificial Intelligence for Prosthetics - challenge solutions



Łukasz Kidziński , Carmichael Ong , Sharada Prasanna Mohanty , Jennifer Hicks , Sean F. Carroll , Bo Zhou , Hongsheng Zeng , Fan Wang , Rongzhong Lian , Hao Tian , Wojciech Jaśkowski , Garrett Andersen , Odd Rune Lykkebø , Nihat Engin Toklu , Pranav Shyam , Rupesh Kumar Srivastava , Sergey Kolesnikov , Oleksii Hrinchuk , Anton Pechenko , Mattias Ljungström , Zhen Wang , Xu Hu , Zehong Hu , Minghui Qiu , Jun Huang , Aleksei Shpilman , Ivan Sosin , Oleg Svidchenko , Aleksandra Malysheva , Daniel Kudenko , Lance Rane , Aditya Bhatt , Zhengfei Wang , Penghui Qi , Zeyang Yu , Peng Peng , Quan Yuan , Wenxin Li , Yunsheng Tian , Ruihan Yang , Pingchuan Ma , Shauharda Khadka , Somdeb Majumdar , Zach Dwiel , Yinyin Liu , Evren Tumer , Jeremy Watson , Marcel Salathé , Sergey Levine , Scott Delp


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Inference Aided Reinforcement Learning for Incentive Mechanism Design in Crowdsourcing



Zehong Hu , Yitao Liang , Yang Liu , Jie Zhang

* 23 pages, 3 figures 

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