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Generative Semantic Hashing Enhanced via Boltzmann Machines

Jun 16, 2020
Lin Zheng, Qinliang Su, Dinghan Shen, Changyou Chen


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Discretized Bottleneck in VAE: Posterior-Collapse-Free Sequence-to-Sequence Learning

Apr 22, 2020
Yang Zhao, Ping Yu, Suchismit Mahapatra, Qinliang Su, Changyou Chen


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Document Hashing with Mixture-Prior Generative Models

Aug 29, 2019
Wei Dong, Qinliang Su, Dinghan Shen, Changyou Chen

* 10 pages, 8 figures, to appear at EMNLP-IJCNLP 2019 

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A Deep Neural Information Fusion Architecture for Textual Network Embeddings

Aug 29, 2019
Zenan Xu, Qinliang Su, Xiaojun Quan, Weijia Zhang

* To appear at EMNLP-IJCNLP 2019 (Conference on Empirical Methods in Natural Language Processing & International Joint Conference on Natural Language Processing 2019) 

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Baseline Needs More Love: On Simple Word-Embedding-Based Models and Associated Pooling Mechanisms

May 24, 2018
Dinghan Shen, Guoyin Wang, Wenlin Wang, Martin Renqiang Min, Qinliang Su, Yizhe Zhang, Chunyuan Li, Ricardo Henao, Lawrence Carin

* To appear at ACL 2018 (code: https://github.com/dinghanshen/SWEM

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NASH: Toward End-to-End Neural Architecture for Generative Semantic Hashing

May 14, 2018
Dinghan Shen, Qinliang Su, Paidamoyo Chapfuwa, Wenlin Wang, Guoyin Wang, Lawrence Carin, Ricardo Henao

* To appear at ACL 2018 

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Deconvolutional Latent-Variable Model for Text Sequence Matching

Nov 22, 2017
Dinghan Shen, Yizhe Zhang, Ricardo Henao, Qinliang Su, Lawrence Carin

* Accepted by AAAI-2018 

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Symmetric Variational Autoencoder and Connections to Adversarial Learning

Oct 19, 2017
Liqun Chen, Shuyang Dai, Yunchen Pu, Chunyuan Li, Qinliang Su, Lawrence Carin


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A Probabilistic Framework for Nonlinearities in Stochastic Neural Networks

Sep 18, 2017
Qinliang Su, Xuejun Liao, Lawrence Carin


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A Convergence Analysis for A Class of Practical Variance-Reduction Stochastic Gradient MCMC

Sep 04, 2017
Changyou Chen, Wenlin Wang, Yizhe Zhang, Qinliang Su, Lawrence Carin


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Scalable Bayesian Learning of Recurrent Neural Networks for Language Modeling

Apr 24, 2017
Zhe Gan, Chunyuan Li, Changyou Chen, Yunchen Pu, Qinliang Su, Lawrence Carin

* Accepted to ACL 2017 

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Nonlinear Statistical Learning with Truncated Gaussian Graphical Models

Nov 20, 2016
Qinliang Su, Xuejun Liao, Changyou Chen, Lawrence Carin

* Appeared in ICML 2016 

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Unsupervised Learning with Truncated Gaussian Graphical Models

Nov 20, 2016
Qinliang Su, Xuejun Liao, Chunyuan Li, Zhe Gan, Lawrence Carin

* To appear in AAAI 2017 

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