Budgeted Policy Learning for Task-Oriented Dialogue Systems
Zhirui Zhang, Xiujun Li, Jianfeng Gao, Enhong Chen
ACL 2019 | July 2019
Publications
Publications
Publications by Year
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Neural Approaches to Conversational AI
Jianfeng Gao, Michel Galley, Lihong Li
Foundations and Trends in Information Retrieval | February 2019
Interactive Semantic Parsing for If-Then Recipes via Hierarchical Reinforcement Learning
Ziyu Yao, Xiujun Li, Jianfeng Gao, Brian Sadler, Huan Sun
AAAI 2019 | January 2019
Switch-based Active Deep Dyna-Q: Efficient Adaptive Planning for Task-Completion Dialogue Policy Learning
Yuexin Wu, Xiujun Li, JJ (Jingjing) Liu, Jianfeng Gao, Yiming Yang
AAAI 2019 | January 2019
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Generating Informative and Diverse Conversational Responses via Adversarial Information Maximization
Yizhe Zhang, Michel Galley, Jianfeng Gao, Zhe Gan, Xiujun Li, Chris Brockett, Bill Dolan
NeurIPS 2018 | December 2018
Discriminative Deep Dyna-Q: Robust Planning for Dialogue Policy Learning
Shang-Yu Su, Xiujun Li, Jianfeng Gao, JJ (Jingjing) Liu, Yun-Nung Chen
EMNLP 2018 | October 2018
Subgoal Discovery for Hierarchical Dialogue Policy Learning
Da Tang, Xiujun Li, Jianfeng Gao, Chong Wang, Lihong Li, Tony Jebara
EMNLP 2018 | October 2018
Microsoft Dialogue Challenge: Building End-to-End Task-Completion Dialogue Systems
Xiujun Li, Sarah Panda, JJ (Jingjing) Liu, Jianfeng Gao
SLT 2018 | July 2018
Adversarial Advantage Actor-Critic Model for Task-Completion Dialogue Policy Learning
Baolin Peng, Xiujun Li, Jianfeng Gao, JJ (Jingjing) Liu, Yun-Nung Chen, Kam-Fai Wong
ICASSP 2018 | April 2018
BBQ-Networks: Efficient Exploration in Deep Reinforcement Learning for Task-Oriented Dialogue Systems
Zachary Lipton, Xiujun Li, Jianfeng Gao, Lihong Li, Faisal Ahmed, Li Deng
AAAI 2018 | February 2018
Deep Dyna-Q: Integrating planning for task-completion dialogue policy learning
Baolin Peng, Xiujun Li, Jianfeng Gao, JJ (Jingjing) Liu, Kam-Fai Wong, Shang-Yu Su
ACL 2018 | January 2018
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End-to-End Task-Completion Neural Dialogue Systems
Xiujun Li, Yun-Nung Chen, Lihong Li, Jianfeng Gao, Asli Celikyilmaz
the 8th International Joint Conference on Natural Language Processing | November 2017
Composite Task-Completion Dialogue Policy Learning via Hierarchical Deep Reinforcement Learning
Baolin Peng, Xiujun Li, Lihong Li, Jianfeng Gao, Asli Celikyilmaz, Sungjin Lee, Kam-Fai Wong
Proceedings of the 2017 Conference on Empirical Methods in Natural Language Processing (EMNLP) | September 2017
Hybrid Code Networks: Practical and Efficient End-To-End Dialog Control With Supervised and Reinforcement Learning
Jason Williams, Kavosh Asadi, Geoffrey Zweig
Proceedings of 55th Annual Meeting of the Association for Computational Linguistics (ACL 2017) | July 2017
Towards End-to-End Reinforcement Learning of Dialogue Agents for Information Access
Bhuwan Dhingra, Lihong Li, Xiujun Li, Jianfeng Gao, Yun-Nung Chen, Faisal Ahmed, Li Deng
Proceedings of the 55th Annual Meeting of the Association for Computational Linguistics | July 2017
Introduction to Deep Learning for Natural Language Processing (Tutorial at DeepLearning2017 summer school in Bilbao)
MSR-TR-2017-36 | July 2017
Investigation of Language Understanding Impact for Reinforcement Learning Based Dialogue Systems
Xiujun Li, Yun-Nung Chen, Lihong Li, Jianfeng Gao, Asli Celikyilmaz
March 2017
End-To-End Joint Learning of Natural Language Understanding and Dialog Manager
Xuesong Yang, Yun-Nung Chen, Dilek Hakkani-Tur, Paul A. Crook, Xiujun Li, Jianfeng Gao, Li Deng
The 42nd IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP2017) | March 2017
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Sample-efficient Deep Reinforcement Learning for Dialog Control
Kavosh Asadi, Jason Williams
MSR-TR-2016-1134 | December 2016
A User Simulator for Task-Completion Dialogues
Xiujun Li, Zachary C. Lipton, Bhuwan Dhingra, Lihong Li, Jianfeng Gao, Yun-Nung Chen
December 2016, pp. 14
End-to-End Reinforcement Learning of Dialogue Agents for Information Access
Bhuwan Dhingra, Lihong Li, Xiujun Li, Jianfeng Gao, Yun-Nung Chen, Faisal Ahmed, Li Deng
MSR-TR-2016-63 | September 2016
Efficient Exploration for Dialogue Policy Learning with BBQ Networks & Replay Buffer Spiking
Zachary C. Lipton, Jianfeng Gao, Lihong Li, Xiujun Li, Faisal Ahmed, Li Deng
MSR-TR-2016-62 | August 2016
arXiv:1608.05081
End-To-End LSTM-Based Dialog Control Optimized With Supervised And Reinforcement Learning
Jason Williams, Geoffrey Zweig
MSR-TR-2016-72 | June 2016
Publications by Research Area
-
Budgeted Policy Learning for Task-Oriented Dialogue Systems
Zhirui Zhang, Xiujun Li, Jianfeng Gao, Enhong Chen
ACL 2019 | July 2019
Neural Approaches to Conversational AI
Jianfeng Gao, Michel Galley, Lihong Li
Foundations and Trends in Information Retrieval | February 2019
Switch-based Active Deep Dyna-Q: Efficient Adaptive Planning for Task-Completion Dialogue Policy Learning
Yuexin Wu, Xiujun Li, JJ (Jingjing) Liu, Jianfeng Gao, Yiming Yang
AAAI 2019 | January 2019
Interactive Semantic Parsing for If-Then Recipes via Hierarchical Reinforcement Learning
Ziyu Yao, Xiujun Li, Jianfeng Gao, Brian Sadler, Huan Sun
AAAI 2019 | January 2019
Generating Informative and Diverse Conversational Responses via Adversarial Information Maximization
Yizhe Zhang, Michel Galley, Jianfeng Gao, Zhe Gan, Xiujun Li, Chris Brockett, Bill Dolan
NeurIPS 2018 | December 2018
Discriminative Deep Dyna-Q: Robust Planning for Dialogue Policy Learning
Shang-Yu Su, Xiujun Li, Jianfeng Gao, JJ (Jingjing) Liu, Yun-Nung Chen
EMNLP 2018 | October 2018
Subgoal Discovery for Hierarchical Dialogue Policy Learning
Da Tang, Xiujun Li, Jianfeng Gao, Chong Wang, Lihong Li, Tony Jebara
EMNLP 2018 | October 2018
Microsoft Dialogue Challenge: Building End-to-End Task-Completion Dialogue Systems
Xiujun Li, Sarah Panda, JJ (Jingjing) Liu, Jianfeng Gao
SLT 2018 | July 2018
Adversarial Advantage Actor-Critic Model for Task-Completion Dialogue Policy Learning
Baolin Peng, Xiujun Li, Jianfeng Gao, JJ (Jingjing) Liu, Yun-Nung Chen, Kam-Fai Wong
ICASSP 2018 | April 2018
BBQ-Networks: Efficient Exploration in Deep Reinforcement Learning for Task-Oriented Dialogue Systems
Zachary Lipton, Xiujun Li, Jianfeng Gao, Lihong Li, Faisal Ahmed, Li Deng
AAAI 2018 | February 2018
Deep Dyna-Q: Integrating planning for task-completion dialogue policy learning
Baolin Peng, Xiujun Li, Jianfeng Gao, JJ (Jingjing) Liu, Kam-Fai Wong, Shang-Yu Su
ACL 2018 | January 2018
End-to-End Task-Completion Neural Dialogue Systems
Xiujun Li, Yun-Nung Chen, Lihong Li, Jianfeng Gao, Asli Celikyilmaz
the 8th International Joint Conference on Natural Language Processing | November 2017
Composite Task-Completion Dialogue Policy Learning via Hierarchical Deep Reinforcement Learning
Baolin Peng, Xiujun Li, Lihong Li, Jianfeng Gao, Asli Celikyilmaz, Sungjin Lee, Kam-Fai Wong
Proceedings of the 2017 Conference on Empirical Methods in Natural Language Processing (EMNLP) | September 2017
Hybrid Code Networks: Practical and Efficient End-To-End Dialog Control With Supervised and Reinforcement Learning
Jason Williams, Kavosh Asadi, Geoffrey Zweig
Proceedings of 55th Annual Meeting of the Association for Computational Linguistics (ACL 2017) | July 2017
Towards End-to-End Reinforcement Learning of Dialogue Agents for Information Access
Bhuwan Dhingra, Lihong Li, Xiujun Li, Jianfeng Gao, Yun-Nung Chen, Faisal Ahmed, Li Deng
Proceedings of the 55th Annual Meeting of the Association for Computational Linguistics | July 2017
Introduction to Deep Learning for Natural Language Processing (Tutorial at DeepLearning2017 summer school in Bilbao)
MSR-TR-2017-36 | July 2017
Investigation of Language Understanding Impact for Reinforcement Learning Based Dialogue Systems
Xiujun Li, Yun-Nung Chen, Lihong Li, Jianfeng Gao, Asli Celikyilmaz
March 2017
End-To-End Joint Learning of Natural Language Understanding and Dialog Manager
Xuesong Yang, Yun-Nung Chen, Dilek Hakkani-Tur, Paul A. Crook, Xiujun Li, Jianfeng Gao, Li Deng
The 42nd IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP2017) | March 2017
Sample-efficient Deep Reinforcement Learning for Dialog Control
Kavosh Asadi, Jason Williams
MSR-TR-2016-1134 | December 2016
A User Simulator for Task-Completion Dialogues
Xiujun Li, Zachary C. Lipton, Bhuwan Dhingra, Lihong Li, Jianfeng Gao, Yun-Nung Chen
December 2016, pp. 14
End-to-End Reinforcement Learning of Dialogue Agents for Information Access
Bhuwan Dhingra, Lihong Li, Xiujun Li, Jianfeng Gao, Yun-Nung Chen, Faisal Ahmed, Li Deng
MSR-TR-2016-63 | September 2016
Efficient Exploration for Dialogue Policy Learning with BBQ Networks & Replay Buffer Spiking
Zachary C. Lipton, Jianfeng Gao, Lihong Li, Xiujun Li, Faisal Ahmed, Li Deng
MSR-TR-2016-62 | August 2016
arXiv:1608.05081
-
End-to-End Task-Completion Neural Dialogue Systems
Xiujun Li, Yun-Nung Chen, Lihong Li, Jianfeng Gao, Asli Celikyilmaz
the 8th International Joint Conference on Natural Language Processing | November 2017
Composite Task-Completion Dialogue Policy Learning via Hierarchical Deep Reinforcement Learning
Baolin Peng, Xiujun Li, Lihong Li, Jianfeng Gao, Asli Celikyilmaz, Sungjin Lee, Kam-Fai Wong
Proceedings of the 2017 Conference on Empirical Methods in Natural Language Processing (EMNLP) | September 2017
Hybrid Code Networks: Practical and Efficient End-To-End Dialog Control With Supervised and Reinforcement Learning
Jason Williams, Kavosh Asadi, Geoffrey Zweig
Proceedings of 55th Annual Meeting of the Association for Computational Linguistics (ACL 2017) | July 2017
End-To-End Joint Learning of Natural Language Understanding and Dialog Manager
Xuesong Yang, Yun-Nung Chen, Dilek Hakkani-Tur, Paul A. Crook, Xiujun Li, Jianfeng Gao, Li Deng
The 42nd IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP2017) | March 2017
Sample-efficient Deep Reinforcement Learning for Dialog Control
Kavosh Asadi, Jason Williams
MSR-TR-2016-1134 | December 2016
A User Simulator for Task-Completion Dialogues
Xiujun Li, Zachary C. Lipton, Bhuwan Dhingra, Lihong Li, Jianfeng Gao, Yun-Nung Chen
December 2016, pp. 14
End-To-End LSTM-Based Dialog Control Optimized With Supervised And Reinforcement Learning
Jason Williams, Geoffrey Zweig
MSR-TR-2016-72 | June 2016
Publications by Type
-
Budgeted Policy Learning for Task-Oriented Dialogue Systems
Zhirui Zhang, Xiujun Li, Jianfeng Gao, Enhong Chen
ACL 2019 | July 2019
Switch-based Active Deep Dyna-Q: Efficient Adaptive Planning for Task-Completion Dialogue Policy Learning
Yuexin Wu, Xiujun Li, JJ (Jingjing) Liu, Jianfeng Gao, Yiming Yang
AAAI 2019 | January 2019
Interactive Semantic Parsing for If-Then Recipes via Hierarchical Reinforcement Learning
Ziyu Yao, Xiujun Li, Jianfeng Gao, Brian Sadler, Huan Sun
AAAI 2019 | January 2019
Generating Informative and Diverse Conversational Responses via Adversarial Information Maximization
Yizhe Zhang, Michel Galley, Jianfeng Gao, Zhe Gan, Xiujun Li, Chris Brockett, Bill Dolan
NeurIPS 2018 | December 2018
Discriminative Deep Dyna-Q: Robust Planning for Dialogue Policy Learning
Shang-Yu Su, Xiujun Li, Jianfeng Gao, JJ (Jingjing) Liu, Yun-Nung Chen
EMNLP 2018 | October 2018
Subgoal Discovery for Hierarchical Dialogue Policy Learning
Da Tang, Xiujun Li, Jianfeng Gao, Chong Wang, Lihong Li, Tony Jebara
EMNLP 2018 | October 2018
Microsoft Dialogue Challenge: Building End-to-End Task-Completion Dialogue Systems
Xiujun Li, Sarah Panda, JJ (Jingjing) Liu, Jianfeng Gao
SLT 2018 | July 2018
Adversarial Advantage Actor-Critic Model for Task-Completion Dialogue Policy Learning
Baolin Peng, Xiujun Li, Jianfeng Gao, JJ (Jingjing) Liu, Yun-Nung Chen, Kam-Fai Wong
ICASSP 2018 | April 2018
BBQ-Networks: Efficient Exploration in Deep Reinforcement Learning for Task-Oriented Dialogue Systems
Zachary Lipton, Xiujun Li, Jianfeng Gao, Lihong Li, Faisal Ahmed, Li Deng
AAAI 2018 | February 2018
Deep Dyna-Q: Integrating planning for task-completion dialogue policy learning
Baolin Peng, Xiujun Li, Jianfeng Gao, JJ (Jingjing) Liu, Kam-Fai Wong, Shang-Yu Su
ACL 2018 | January 2018
End-to-End Task-Completion Neural Dialogue Systems
Xiujun Li, Yun-Nung Chen, Lihong Li, Jianfeng Gao, Asli Celikyilmaz
the 8th International Joint Conference on Natural Language Processing | November 2017
Hybrid Code Networks: Practical and Efficient End-To-End Dialog Control With Supervised and Reinforcement Learning
Jason Williams, Kavosh Asadi, Geoffrey Zweig
Proceedings of 55th Annual Meeting of the Association for Computational Linguistics (ACL 2017) | July 2017
Towards End-to-End Reinforcement Learning of Dialogue Agents for Information Access
Bhuwan Dhingra, Lihong Li, Xiujun Li, Jianfeng Gao, Yun-Nung Chen, Faisal Ahmed, Li Deng
Proceedings of the 55th Annual Meeting of the Association for Computational Linguistics | July 2017
End-To-End Joint Learning of Natural Language Understanding and Dialog Manager
Xuesong Yang, Yun-Nung Chen, Dilek Hakkani-Tur, Paul A. Crook, Xiujun Li, Jianfeng Gao, Li Deng
The 42nd IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP2017) | March 2017
-
Neural Approaches to Conversational AI
Jianfeng Gao, Michel Galley, Lihong Li
Foundations and Trends in Information Retrieval | February 2019
Composite Task-Completion Dialogue Policy Learning via Hierarchical Deep Reinforcement Learning
Baolin Peng, Xiujun Li, Lihong Li, Jianfeng Gao, Asli Celikyilmaz, Sungjin Lee, Kam-Fai Wong
Proceedings of the 2017 Conference on Empirical Methods in Natural Language Processing (EMNLP) | September 2017
Investigation of Language Understanding Impact for Reinforcement Learning Based Dialogue Systems
Xiujun Li, Yun-Nung Chen, Lihong Li, Jianfeng Gao, Asli Celikyilmaz
March 2017
A User Simulator for Task-Completion Dialogues
Xiujun Li, Zachary C. Lipton, Bhuwan Dhingra, Lihong Li, Jianfeng Gao, Yun-Nung Chen
December 2016, pp. 14
-
Introduction to Deep Learning for Natural Language Processing (Tutorial at DeepLearning2017 summer school in Bilbao)
MSR-TR-2017-36 | July 2017
Sample-efficient Deep Reinforcement Learning for Dialog Control
Kavosh Asadi, Jason Williams
MSR-TR-2016-1134 | December 2016
End-to-End Reinforcement Learning of Dialogue Agents for Information Access
Bhuwan Dhingra, Lihong Li, Xiujun Li, Jianfeng Gao, Yun-Nung Chen, Faisal Ahmed, Li Deng
MSR-TR-2016-63 | September 2016
Efficient Exploration for Dialogue Policy Learning with BBQ Networks & Replay Buffer Spiking
Zachary C. Lipton, Jianfeng Gao, Lihong Li, Xiujun Li, Faisal Ahmed, Li Deng
MSR-TR-2016-62 | August 2016
arXiv:1608.05081
End-To-End LSTM-Based Dialog Control Optimized With Supervised And Reinforcement Learning
Jason Williams, Geoffrey Zweig
MSR-TR-2016-72 | June 2016
People
Research Team
Jianfeng Gao
Distinguished Scientist & Vice President
Past Interns & Visitors
Kavosh Asadi
PhD student
Brown University
Yun-Nung (Vivian) Chen
Assistant Professor
National Taiwan University
Bhuwan Dhingra
Ph.D. Intern
Carnegie Mellon University
Zachary Lipton
Ph.D. Intern
University of California, San Diego
Baolin Peng
Ph.D. Intern
The Chinese University of Hong Kong
Da Tang
PhD Intern
Columbia University