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Scaffolding Networks: Incremental Learning and Teaching Through Questioning


May 19, 2017
Asli Celikyilmaz, Li Deng, Lihong Li, Chong Wang

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* 11 pages + Abstract + 3 figures 

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Towards End-to-End Reinforcement Learning of Dialogue Agents for Information Access


Apr 20, 2017
Bhuwan Dhingra, Lihong Li, Xiujun Li, Jianfeng Gao, Yun-Nung Chen, Faisal Ahmed, Li Deng

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* Accepted at ACL 2017 

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Investigation of Language Understanding Impact for Reinforcement Learning Based Dialogue Systems


Mar 21, 2017
Xiujun Li, Yun-Nung Chen, Lihong Li, Jianfeng Gao, Asli Celikyilmaz

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* 5 pages, 5 figures 

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Neuro-Symbolic Program Synthesis


Nov 06, 2016
Emilio Parisotto, Abdel-rahman Mohamed, Rishabh Singh, Lihong Li, Dengyong Zhou, Pushmeet Kohli

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Deep Reinforcement Learning with a Combinatorial Action Space for Predicting Popular Reddit Threads


Sep 17, 2016
Ji He, Mari Ostendorf, Xiaodong He, Jianshu Chen, Jianfeng Gao, Lihong Li, Li Deng

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* To be published in EMNLP 2016, 11 pages 

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On the Prior Sensitivity of Thompson Sampling


Jul 21, 2016
Che-Yu Liu, Lihong Li

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* Appears in the 27th International Conference on Algorithmic Learning Theory (ALT), 2016 

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An efficient algorithm for contextual bandits with knapsacks, and an extension to concave objectives


Jul 09, 2016
Shipra Agrawal, Nikhil R. Devanur, Lihong Li

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* Extended abstract appeared in COLT 2016 

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Deep Reinforcement Learning with a Natural Language Action Space


Jun 08, 2016
Ji He, Jianshu Chen, Xiaodong He, Jianfeng Gao, Lihong Li, Li Deng, Mari Ostendorf

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* accepted by ACL 2016 

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Doubly Robust Off-policy Value Evaluation for Reinforcement Learning


May 26, 2016
Nan Jiang, Lihong Li

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* 14 pages; 4 figures; ICML 2016 

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Recurrent Reinforcement Learning: A Hybrid Approach


Nov 19, 2015
Xiujun Li, Lihong Li, Jianfeng Gao, Xiaodong He, Jianshu Chen, Li Deng, Ji He

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* 11 pages, 6 figures 

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