Deep Learning Foundations Group

Publications

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- Natural Language to Structured Query Generation via Meta-Learning
  
  Po-Sen Huang, Chenglong Wang, Rishabh Singh, Wen-tau Yih, Xiaodong He
  
  NAACL HLT 2018 | June 2018
  
  Publication Publication
- Towards Neural Phrase-based Machine Translation
  
  Po-Sen Huang, Chong Wang, Sitao Huang, Dengyong Zhou, Li Deng
  
  ICLR 2018 Conference | April 2018
  
  Publication Publication
- M-Walk: Learning to Walk in Graph with Monte Carlo Tree Search
  
  Yelong Shen, Jianshu Chen, Po-Sen Huang, Yuqing Guo, Jianfeng Gao
  
  February 2018
  
  arXiv preprint
  
  Publication
- Deep Learning in Conversational Language Understanding
  
  Gokhan Tur, Asli Celikyilmaz, Xiaodong He, Dilek Hakkani-Tur, Li Deng
  
  Deep Learning in Natural Language Processing. (eds. Li Deng and Yang Liu) | Published by Springer | 2017
  
  Publication
- ReasoNet: Learning to Stop Reading in Machine Comprehension
  
  Yelong Shen, Po-Sen Huang, Jianfeng Gao, Weizhu Chen, Weizhu Chen
  
  23rd SIGKDD Conference on Knowledge Discovery and Data Mining (KDD) | August 2017
  
  Publication Publication Project
- Sequence Modeling via Segmentations
  
  Chong Wang, Yining Wang, Po-Sen Huang, Abdelrahman Mohamed, Denny Zhou, Li Deng
  
  Proceedings of the 34th International Conference on Machine Learning (ICML) | August 2017
  
  Publication Publication
- Neural Phrase-Based Machine Translation
  
  Po-Sen Huang, Chong Wang, Denny Zhou, Li Deng
  
  June 2017
  
  arXiv preprint
  
  Publication Publication
- Unsupervised Sequence Classification using Sequential Output Statistics
  
  Jianshu Chen, Yu Liu, Jianshu Chen, Li Deng
  
  31st Conference on Neural Information Processing Systems (NIPS 2017) | May 2017
  
  Publication Project
- Neuro-Symbolic Program Synthesis
  
  Emilio Parisotto, Abdelrahman Mohamed, Rishabh Singh, Lihong Li, Denny Zhou, Pushmeet Kohli
  
  The 5th International Conference on Learning Representations (ICLR) | April 2017
  
  Publication
- Deep Reinforcement Learning with a Natural Language Action Space
  
  Ji He, Jianshu Chen, Xiaodong He, Jianfeng Gao, Lihong Li, Li Deng, Mari Ostendorf
  
  Proceedings of the 54th Annual Meeting of the Association for Computational Linguistics (ACL) | August 2016
  
  Publication

- Natural Language to Structured Query Generation via Meta-Learning
  
  Po-Sen Huang, Chenglong Wang, Rishabh Singh, Wen-tau Yih, Xiaodong He
  
  NAACL HLT 2018 | June 2018
  
  Publication Publication
- Towards Neural Phrase-based Machine Translation
  
  Po-Sen Huang, Chong Wang, Sitao Huang, Dengyong Zhou, Li Deng
  
  ICLR 2018 Conference | April 2018
  
  Publication Publication
- M-Walk: Learning to Walk in Graph with Monte Carlo Tree Search
  
  Yelong Shen, Jianshu Chen, Po-Sen Huang, Yuqing Guo, Jianfeng Gao
  
  February 2018
  
  arXiv preprint
  
  Publication
- Deep Learning in Conversational Language Understanding
  
  Gokhan Tur, Asli Celikyilmaz, Xiaodong He, Dilek Hakkani-Tur, Li Deng
  
  Deep Learning in Natural Language Processing. (eds. Li Deng and Yang Liu) | Published by Springer | 2017
  
  Publication
- ReasoNet: Learning to Stop Reading in Machine Comprehension
  
  Yelong Shen, Po-Sen Huang, Jianfeng Gao, Weizhu Chen, Weizhu Chen
  
  23rd SIGKDD Conference on Knowledge Discovery and Data Mining (KDD) | August 2017
  
  Publication Publication Project
- Sequence Modeling via Segmentations
  
  Chong Wang, Yining Wang, Po-Sen Huang, Abdelrahman Mohamed, Denny Zhou, Li Deng
  
  Proceedings of the 34th International Conference on Machine Learning (ICML) | August 2017
  
  Publication Publication
- Neural Phrase-Based Machine Translation
  
  Po-Sen Huang, Chong Wang, Denny Zhou, Li Deng
  
  June 2017
  
  arXiv preprint
  
  Publication Publication
- Unsupervised Sequence Classification using Sequential Output Statistics
  
  Jianshu Chen, Yu Liu, Jianshu Chen, Li Deng
  
  31st Conference on Neural Information Processing Systems (NIPS 2017) | May 2017
  
  Publication Project
- Neuro-Symbolic Program Synthesis
  
  Emilio Parisotto, Abdelrahman Mohamed, Rishabh Singh, Lihong Li, Denny Zhou, Pushmeet Kohli
  
  The 5th International Conference on Learning Representations (ICLR) | April 2017
  
  Publication
- Deep Reinforcement Learning with a Natural Language Action Space
  
  Ji He, Jianshu Chen, Xiaodong He, Jianfeng Gao, Lihong Li, Li Deng, Mari Ostendorf
  
  Proceedings of the 54th Annual Meeting of the Association for Computational Linguistics (ACL) | August 2016
  
  Publication
- Towards Neural Phrase-based Machine Translation
  
  Po-Sen Huang, Chong Wang, Sitao Huang, Dengyong Zhou, Li Deng
  
  ICLR 2018 Conference | April 2018
  
  Publication Publication
- Deep Learning in Conversational Language Understanding
  
  Gokhan Tur, Asli Celikyilmaz, Xiaodong He, Dilek Hakkani-Tur, Li Deng
  
  Deep Learning in Natural Language Processing. (eds. Li Deng and Yang Liu) | Published by Springer | 2017
  
  Publication
- Deep Reinforcement Learning with a Natural Language Action Space
  
  Ji He, Jianshu Chen, Xiaodong He, Jianfeng Gao, Lihong Li, Li Deng, Mari Ostendorf
  
  Proceedings of the 54th Annual Meeting of the Association for Computational Linguistics (ACL) | August 2016
  
  Publication
- Neuro-Symbolic Program Synthesis
  
  Emilio Parisotto, Abdelrahman Mohamed, Rishabh Singh, Lihong Li, Denny Zhou, Pushmeet Kohli
  
  The 5th International Conference on Learning Representations (ICLR) | April 2017
  
  Publication

- Natural Language to Structured Query Generation via Meta-Learning
  
  Po-Sen Huang, Chenglong Wang, Rishabh Singh, Wen-tau Yih, Xiaodong He
  
  NAACL HLT 2018 | June 2018
  
  Publication Publication
- Towards Neural Phrase-based Machine Translation
  
  Po-Sen Huang, Chong Wang, Sitao Huang, Dengyong Zhou, Li Deng
  
  ICLR 2018 Conference | April 2018
  
  Publication Publication
- ReasoNet: Learning to Stop Reading in Machine Comprehension
  
  Yelong Shen, Po-Sen Huang, Jianfeng Gao, Weizhu Chen, Weizhu Chen
  
  23rd SIGKDD Conference on Knowledge Discovery and Data Mining (KDD) | August 2017
  
  Publication Publication Project
- Sequence Modeling via Segmentations
  
  Chong Wang, Yining Wang, Po-Sen Huang, Abdelrahman Mohamed, Denny Zhou, Li Deng
  
  Proceedings of the 34th International Conference on Machine Learning (ICML) | August 2017
  
  Publication Publication
- Unsupervised Sequence Classification using Sequential Output Statistics
  
  Jianshu Chen, Yu Liu, Jianshu Chen, Li Deng
  
  31st Conference on Neural Information Processing Systems (NIPS 2017) | May 2017
  
  Publication Project
- Neuro-Symbolic Program Synthesis
  
  Emilio Parisotto, Abdelrahman Mohamed, Rishabh Singh, Lihong Li, Denny Zhou, Pushmeet Kohli
  
  The 5th International Conference on Learning Representations (ICLR) | April 2017
  
  Publication
- Deep Reinforcement Learning with a Natural Language Action Space
  
  Ji He, Jianshu Chen, Xiaodong He, Jianfeng Gao, Lihong Li, Li Deng, Mari Ostendorf
  
  Proceedings of the 54th Annual Meeting of the Association for Computational Linguistics (ACL) | August 2016
  
  Publication
- M-Walk: Learning to Walk in Graph with Monte Carlo Tree Search
  
  Yelong Shen, Jianshu Chen, Po-Sen Huang, Yuqing Guo, Jianfeng Gao
  
  February 2018
  
  arXiv preprint
  
  Publication
- Neural Phrase-Based Machine Translation
  
  Po-Sen Huang, Chong Wang, Denny Zhou, Li Deng
  
  June 2017
  
  arXiv preprint
  
  Publication Publication
- Deep Learning in Conversational Language Understanding
  
  Gokhan Tur, Asli Celikyilmaz, Xiaodong He, Dilek Hakkani-Tur, Li Deng
  
  Deep Learning in Natural Language Processing. (eds. Li Deng and Yang Liu) | Published by Springer | 2017
  
  Publication