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Proactive Pseudo-Intervention: Causally Informed Contrastive Learning For Interpretable Vision Models


Dec 06, 2020
Dong Wang, Yuewei Yang, Chenyang Tao, Fanjie Kong, Ricardo Henao, Lawrence Carin


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Supercharging Imbalanced Data Learning With Causal Representation Transfer


Nov 25, 2020
Junya Chen, Zidi Xiu, Benjamin Goldstein, Ricardo Henao, Lawrence Carin, Chenyang Tao


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Counterfactual Representation Learning with Balancing Weights


Oct 23, 2020
Serge Assaad, Shuxi Zeng, Chenyang Tao, Shounak Datta, Nikhil Mehta, Ricardo Henao, Fan Li, Lawrence Carin


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Double Robust Representation Learning for Counterfactual Prediction


Oct 16, 2020
Shuxi Zeng, Serge Assaad, Chenyang Tao, Shounak Datta, Lawrence Carin, Fan Li

* 18 pages, 5 figures, 2 Tables 

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Improving Text Generation with Student-Forcing Optimal Transport


Oct 12, 2020
Guoyin Wang, Chunyuan Li, Jianqiao Li, Hao Fu, Yuh-Chen Lin, Liqun Chen, Yizhe Zhang, Chenyang Tao, Ruiyi Zhang, Wenlin Wang, Dinghan Shen, Qian Yang, Lawrence Carin

* To appear at EMNLP 2020 

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Variational Disentanglement for Rare Event Modeling


Sep 21, 2020
Zidi Xiu, Chenyang Tao, Michael Gao, Connor Davis, Benjamin Goldstein, Ricardo Henao


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Weakly supervised cross-domain alignment with optimal transport


Aug 14, 2020
Siyang Yuan, Ke Bai, Liqun Chen, Yizhe Zhang, Chenyang Tao, Chunyuan Li, Guoyin Wang, Ricardo Henao, Lawrence Carin

* Accepted to BMVC 2020 (Oral) 

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APo-VAE: Text Generation in Hyperbolic Space


Apr 30, 2020
Shuyang Dai, Zhe Gan, Yu Cheng, Chenyang Tao, Lawrence Carin, Jingjing Liu


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Variational Learning of Individual Survival Distributions


Mar 09, 2020
Zidi Xiu, Chenyang Tao, Ricardo Henao


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Improving Textual Network Learning with Variational Homophilic Embeddings


Sep 30, 2019
Wenlin Wang, Chenyang Tao, Zhe Gan, Guoyin Wang, Liqun Chen, Xinyuan Zhang, Ruiyi Zhang, Qian Yang, Ricardo Henao, Lawrence Carin

* Accepted to NeurIPS 2019 

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Improving Textual Network Embedding with Global Attention via Optimal Transport


Jun 05, 2019
Liqun Chen, Guoyin Wang, Chenyang Tao, Dinghan Shen, Pengyu Cheng, Xinyuan Zhang, Wenlin Wang, Yizhe Zhang, Lawrence Carin


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Survival Function Matching for Calibrated Time-to-Event Predictions


May 21, 2019
Paidamoyo Chapfuwa, Chenyang Tao, Lawrence Carin, Ricardo Henao


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Improving Sequence-to-Sequence Learning via Optimal Transport


Jan 18, 2019
Liqun Chen, Yizhe Zhang, Ruiyi Zhang, Chenyang Tao, Zhe Gan, Haichao Zhang, Bai Li, Dinghan Shen, Changyou Chen, Lawrence Carin


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Adversarial Text Generation via Feature-Mover's Distance


Sep 17, 2018
Liqun Chen, Shuyang Dai, Chenyang Tao, Dinghan Shen, Zhe Gan, Haichao Zhang, Yizhe Zhang, Lawrence Carin


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Adversarial Time-to-Event Modeling


Jun 07, 2018
Paidamoyo Chapfuwa, Chenyang Tao, Chunyuan Li, Courtney Page, Benjamin Goldstein, Lawrence Carin, Ricardo Henao

* Published in ICML 2018; Code: https://github.com/paidamoyo/adversarial_time_to_event 

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