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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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