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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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Repulsive Attention: Rethinking Multi-head Attention as Bayesian Inference

Sep 20, 2020
Bang An, Jie Lyu, Zhenyi Wang, Chunyuan Li, Changwei Hu, Fei Tan, Ruiyi Zhang, Yifan Hu, Changyou Chen

* accepted by EMNLP2020 

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Robust Conversational AI with Grounded Text Generation

Sep 07, 2020
Jianfeng Gao, Baolin Peng, Chunyuan Li, Jinchao Li, Shahin Shayandeh, Lars Liden, Heung-Yeung Shum


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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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Structure-Aware Human-Action Generation

Jul 16, 2020
Ping Yu, Yang Zhao, Chunyuan Li, Junsong Yuan, Changyou Chen

* accepted by ECCV 2020 

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Oscar: Object-Semantics Aligned Pre-training for Vision-Language Tasks

May 18, 2020
Xiujun Li, Xi Yin, Chunyuan Li, Pengchuan Zhang, Xiaowei Hu, Lei Zhang, Lijuan Wang, Houdong Hu, Li Dong, Furu Wei, Yejin Choi, Jianfeng Gao

* Code and pre-trained models are released: https://github.com/microsoft/Oscar 

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SOLOIST: Few-shot Task-Oriented Dialog with A Single Pre-trained Auto-regressive Model

May 14, 2020
Baolin Peng, Chunyuan Li, Jinchao Li, Shahin Shayandeh, Lars Liden, Jianfeng Gao

* 10 pages; Project Website: https://aka.ms/soloist 

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POINTER: Constrained Text Generation via Insertion-based Generative Pre-training

May 01, 2020
Yizhe Zhang, Guoyin Wang, Chunyuan Li, Zhe Gan, Chris Brockett, Bill Dolan


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Optimus: Organizing Sentences via Pre-trained Modeling of a Latent Space

Apr 05, 2020
Chunyuan Li, Xiang Gao, Yuan Li, Xiujun Li, Baolin Peng, Yizhe Zhang, Jianfeng Gao


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Feature Quantization Improves GAN Training

Apr 05, 2020
Yang Zhao, Chunyuan Li, Ping Yu, Jianfeng Gao, Changyou Chen

* The first two authors contributed equally to this manuscript. Code: https://github.com/YangNaruto/FQ-GAN 

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Multi-View Learning for Vision-and-Language Navigation

Mar 09, 2020
Qiaolin Xia, Xiujun Li, Chunyuan Li, Yonatan Bisk, Zhifang Sui, Jianfeng Gao, Yejin Choi, Noah A. Smith

* 16 pages, 8 figures 

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Survival Cluster Analysis

Feb 29, 2020
Paidamoyo Chapfuwa, Chunyuan Li, Nikhil Mehta, Lawrence Carin, Ricardo Henao

* Accepted at ACM CHIL 2020. Code: this https URL, https://github.com/paidamoyo/survival_cluster_analysis 

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Few-shot Natural Language Generation for Task-Oriented Dialog

Feb 27, 2020
Baolin Peng, Chenguang Zhu, Chunyuan Li, Xiujun Li, Jinchao Li, Michael Zeng, Jianfeng Gao

* Project website: https://aka.ms/scgpt ; Code and data: https://github.com/pengbaolin/SC-GPT 

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Towards Learning a Generic Agent for Vision-and-Language Navigation via Pre-training

Feb 25, 2020
Weituo Hao, Chunyuan Li, Xiujun Li, Lawrence Carin, Jianfeng Gao

* To appear at CVPR 2020. The first two authors contributed equally to this manuscript. Code: https://github.com/weituo12321/PREVALENT 

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Straight-Through Estimator as Projected Wasserstein Gradient Flow

Oct 05, 2019
Pengyu Cheng, Chang Liu, Chunyuan Li, Dinghan Shen, Ricardo Henao, Lawrence Carin

* Accepted as NeurIPS 2018 Bayesian Deep Learning Workshop 

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Implicit Deep Latent Variable Models for Text Generation

Sep 18, 2019
Le Fang, Chunyuan Li, Jianfeng Gao, Wen Dong, Changyou Chen

* 13 pages, 8 Tables, 1 Figure, Accepted at 2019 Conference on Empirical Methods in Natural Language Processing (EMNLP 2019) 

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Robust Navigation with Language Pretraining and Stochastic Sampling

Sep 05, 2019
Xiujun Li, Chunyuan Li, Qiaolin Xia, Yonatan Bisk, Asli Celikyilmaz, Jianfeng Gao, Noah Smith, Yejin Choi

* 8 pages, 4 figures, EMNLP 2019 

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Twin Auxiliary Classifiers GAN

Jul 30, 2019
Mingming Gong, Yanwu Xu, Chunyuan Li, Kun Zhang, Kayhan Batmanghelich


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DoubleTransfer at MEDIQA 2019: Multi-Source Transfer Learning for Natural Language Understanding in the Medical Domain

Jun 11, 2019
Yichong Xu, Xiaodong Liu, Chunyuan Li, Hoifung Poon, Jianfeng Gao

* Proceedings of the BioNLP 2019 workshop, ACL 2019; 7 pages, 5 tables, 1 figure 

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Towards Amortized Ranking-Critical Training for Collaborative Filtering

Jun 10, 2019
Sam Lobel, Chunyuan Li, Jianfeng Gao, Lawrence Carin

* The first two authors contributed equally to this manuscript. Code: https://github.com/samlobel/RaCT_CF 

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Cyclical Stochastic Gradient MCMC for Bayesian Deep Learning

Feb 11, 2019
Ruqi Zhang, Chunyuan Li, Jianyi Zhang, Changyou Chen, Andrew Gordon Wilson


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Adversarial Learning of a Sampler Based on an Unnormalized Distribution

Jan 03, 2019
Chunyuan Li, Ke Bai, Jianqiao Li, Guoyin Wang, Changyou Chen, Lawrence Carin

* Published in AISTATS 2019; Code: https://github.com/ChunyuanLI/RAS 

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Generative Adversarial Network Training is a Continual Learning Problem

Nov 27, 2018
Kevin J Liang, Chunyuan Li, Guoyin Wang, Lawrence Carin


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