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From Machine Reading Comprehension to Dialogue State Tracking: Bridging the Gap


Apr 13, 2020
Shuyang Gao, Sanchit Agarwal, Tagyoung Chung, Di Jin, Dilek Hakkani-Tur


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Controlled Text Generation for Data Augmentation in Intelligent Artificial Agents


Oct 04, 2019
Nikolaos Malandrakis, Minmin Shen, Anuj Goyal, Shuyang Gao, Abhishek Sethi, Angeliki Metallinou

* EMNLP WNGT workshop 

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MMM: Multi-stage Multi-task Learning for Multi-choice Reading Comprehension


Oct 01, 2019
Di Jin, Shuyang Gao, Jiun-Yu Kao, Tagyoung Chung, Dilek Hakkani-tur

* Submitted to AAAI 2020, under review 

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Dialog State Tracking: A Neural Reading Comprehension Approach


Aug 15, 2019
Shuyang Gao, Abhishek Sethi, Sanchit Agarwal, Tagyoung Chung, Dilek Hakkani-Tur

* 10 pages, to appear in Special Interest Group on Discourse and Dialogue (SIGDIAL) 2019 (ORAL) 

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Invariant Representations without Adversarial Training


Nov 04, 2018
Daniel Moyer, Shuyang Gao, Rob Brekelmans, Greg Ver Steeg, Aram Galstyan

* NIPS 2018 camera-ready version 

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Kernelized Hashcode Representations for Biomedical Relation Extraction


Oct 31, 2018
Sahil Garg, Aram Galstyan, Greg Ver Steeg, Irina Rish, Guillermo Cecchi, Shuyang Gao

* To appear in the proceedings of conference, AAAI-19 

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Dialogue Modeling Via Hash Functions


Oct 18, 2018
Sahil Garg, Irina Rish, Guillermo Cecchi, Shuyang Gao, Palash Goyal, Sarik Ghazarian, Greg Ver Steeg, Aram Galstyan

* Presented at IJCAI-ICML 2018 Workshops. The paper is revised significantly with an addition of elaborate experimental analysis 

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Auto-Encoding Total Correlation Explanation


Feb 16, 2018
Shuyang Gao, Rob Brekelmans, Greg Ver Steeg, Aram Galstyan


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Sifting Common Information from Many Variables


Jun 16, 2017
Greg Ver Steeg, Shuyang Gao, Kyle Reing, Aram Galstyan

* In Proceedings of the 26th International Joint Conference on Artificial Intelligence (IJCAI-17). 8 pages, 7 figures. v4: Typos 

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Variational Information Maximization for Feature Selection


Jun 09, 2016
Shuyang Gao, Greg Ver Steeg, Aram Galstyan

* 15 pages, 9 figures 

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The DARPA Twitter Bot Challenge


Apr 21, 2016
V. S. Subrahmanian, Amos Azaria, Skylar Durst, Vadim Kagan, Aram Galstyan, Kristina Lerman, Linhong Zhu, Emilio Ferrara, Alessandro Flammini, Filippo Menczer, Andrew Stevens, Alexander Dekhtyar, Shuyang Gao, Tad Hogg, Farshad Kooti, Yan Liu, Onur Varol, Prashant Shiralkar, Vinod Vydiswaran, Qiaozhu Mei, Tim Hwang

* Computer 49 (6), 38-46. IEEE, 2016 
* IEEE Computer Magazine, in press 

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Understanding confounding effects in linguistic coordination: an information-theoretic approach


Aug 27, 2015
Shuyang Gao, Greg Ver Steeg, Aram Galstyan

* PLoS ONE 10(6): e0130167, 2015 

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Efficient Estimation of Mutual Information for Strongly Dependent Variables


Mar 05, 2015
Shuyang Gao, Greg Ver Steeg, Aram Galstyan

* 13 pages, to appear in International Conference on Artificial Intelligence and Statistics (AISTATS) 2015 

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