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Multimodal Intelligence: Representation Learning, Information Fusion, and Applications


Nov 10, 2019
Chao Zhang, Zichao Yang, Xiaodong He, Li Deng


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From Caesar Cipher to Unsupervised Learning: A New Method for Classifier Parameter Estimation


Jun 06, 2019
Yu Liu, Li Deng, Jianshu Chen, Chang Wen Chen


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Table2Vec: Neural Word and Entity Embeddings for Table Population and Retrieval


May 31, 2019
Li Deng, Shuo Zhang, Krisztian Balog

* Proceedings of the 42nd International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR '19), 2019 

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Attentive Tensor Product Learning


Nov 01, 2018
Qiuyuan Huang, Li Deng, Dapeng Wu, Chang Liu, Xiaodong He


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MS MARCO: A Human Generated MAchine Reading COmprehension Dataset


Oct 31, 2018
Payal Bajaj, Daniel Campos, Nick Craswell, Li Deng, Jianfeng Gao, Xiaodong Liu, Rangan Majumder, Andrew McNamara, Bhaskar Mitra, Tri Nguyen, Mir Rosenberg, Xia Song, Alina Stoica, Saurabh Tiwary, Tong Wang


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A Neural-Symbolic Approach to Design of CAPTCHA


Sep 25, 2018
Qiuyuan Huang, Paul Smolensky, Xiaodong He, Li Deng, Dapeng Wu

* arXiv admin note: substantial text overlap with arXiv:1709.09118 

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Towards Neural Phrase-based Machine Translation


Sep 24, 2018
Po-Sen Huang, Chong Wang, Sitao Huang, Dengyong Zhou, Li Deng

* in International Conference on Learning Representations (ICLR) 2018 

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Sequence Modeling via Segmentations


Jul 18, 2018
Chong Wang, Yining Wang, Po-Sen Huang, Abdelrahman Mohamed, Dengyong Zhou, Li Deng

* recurrent neural networks, dynamic programming, structured prediction 

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Combating Reinforcement Learning's Sisyphean Curse with Intrinsic Fear


Mar 13, 2018
Zachary C. Lipton, Kamyar Azizzadenesheli, Abhishek Kumar, Lihong Li, Jianfeng Gao, Li Deng


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Tensor Product Generation Networks for Deep NLP Modeling


Dec 16, 2017
Qiuyuan Huang, Paul Smolensky, Xiaodong He, Li Deng, Dapeng Wu


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BBQ-Networks: Efficient Exploration in Deep Reinforcement Learning for Task-Oriented Dialogue Systems


Nov 23, 2017
Zachary C. Lipton, Xiujun Li, Jianfeng Gao, Lihong Li, Faisal Ahmed, Li Deng

* 13 pages, 9 figures 

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Question-Answering with Grammatically-Interpretable Representations


Sep 25, 2017
Hamid Palangi, Paul Smolensky, Xiaodong He, Li Deng


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Two-Stage Synthesis Networks for Transfer Learning in Machine Comprehension


Sep 23, 2017
David Golub, Po-Sen Huang, Xiaodong He, Li Deng


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Unsupervised Sequence Classification using Sequential Output Statistics


May 26, 2017
Yu Liu, Jianshu Chen, Li Deng

* All authors contributed equally to the paper. 17 pages, 7 figures and 2 tables 

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Scaffolding Networks: Incremental Learning and Teaching Through Questioning


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

* 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

* Accepted at ACL 2017 

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Semantic Compositional Networks for Visual Captioning


Mar 28, 2017
Zhe Gan, Chuang Gan, Xiaodong He, Yunchen Pu, Kenneth Tran, Jianfeng Gao, Lawrence Carin, Li Deng

* Accepted in CVPR 2017 

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Character-level Deep Conflation for Business Data Analytics


Feb 08, 2017
Zhe Gan, P. D. Singh, Ameet Joshi, Xiaodong He, Jianshu Chen, Jianfeng Gao, Li Deng

* Accepted for publication, at ICASSP 2017 

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End-to-End Joint Learning of Natural Language Understanding and Dialogue Manager


Jan 04, 2017
Xuesong Yang, Yun-Nung Chen, Dilek Hakkani-Tur, Paul Crook, Xiujun Li, Jianfeng Gao, Li Deng

* Accepted in The 42nd IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP2017) 

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Bi-directional Attention with Agreement for Dependency Parsing


Sep 22, 2016
Hao Cheng, Hao Fang, Xiaodong He, Jianfeng Gao, Li Deng

* EMNLP 2016 

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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

* To be published in EMNLP 2016, 11 pages 

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Knowledge as a Teacher: Knowledge-Guided Structural Attention Networks


Sep 12, 2016
Yun-Nung Chen, Dilek Hakkani-Tur, Gokhan Tur, Asli Celikyilmaz, Jianfeng Gao, Li Deng

* 11 pages, 5 figures 

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Unsupervised Learning of Predictors from Unpaired Input-Output Samples


Jun 15, 2016
Jianshu Chen, Po-Sen Huang, Xiaodong He, Jianfeng Gao, Li Deng


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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

* accepted by ACL 2016 

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Distributed Compressive Sensing: A Deep Learning Approach


May 11, 2016
Hamid Palangi, Rabab Ward, Li Deng

* IEEE Transactions on Signal Processing, Volume: 64, Issue: 17, pp. 4504-4518, 2016 
* To appear in IEEE Transactions on Signal Processing 

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Reasoning in Vector Space: An Exploratory Study of Question Answering


Feb 26, 2016
Moontae Lee, Xiaodong He, Wen-tau Yih, Jianfeng Gao, Li Deng, Paul Smolensky


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Stacked Attention Networks for Image Question Answering


Jan 26, 2016
Zichao Yang, Xiaodong He, Jianfeng Gao, Li Deng, Alex Smola

* test-dev/standard results added 

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Deep Sentence Embedding Using Long Short-Term Memory Networks: Analysis and Application to Information Retrieval


Jan 16, 2016
Hamid Palangi, Li Deng, Yelong Shen, Jianfeng Gao, Xiaodong He, Jianshu Chen, Xinying Song, Rabab Ward

* To appear in IEEE/ACM Transactions on Audio, Speech, and Language Processing 

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Basic Reasoning with Tensor Product Representations


Jan 12, 2016
Paul Smolensky, Moontae Lee, Xiaodong He, Wen-tau Yih, Jianfeng Gao, Li Deng


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