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InfoBERT: Improving Robustness of Language Models from An Information Theoretic Perspective

Oct 14, 2020
Boxin Wang, Shuohang Wang, Yu Cheng, Zhe Gan, Ruoxi Jia, Bo Li, Jingjing Liu

* 20 pages, 8 tables, 2 figures 

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Cross-Thought for Sentence Encoder Pre-training

Oct 07, 2020
Shuohang Wang, Yuwei Fang, Siqi Sun, Zhe Gan, Yu Cheng, Jing Jiang, Jingjing Liu

* Accepted by EMNLP 2020 

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Multi-Fact Correction in Abstractive Text Summarization

Oct 06, 2020
Yue Dong, Shuohang Wang, Zhe Gan, Yu Cheng, Jackie Chi Kit Cheung, Jingjing Liu

* 12 pages, accepted at EMNLP2020 

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MagGAN: High-Resolution Face Attribute Editing with Mask-Guided Generative Adversarial Network

Oct 03, 2020
Yi Wei, Zhe Gan, Wenbo Li, Siwei Lyu, Ming-Ching Chang, Lei Zhang, Jianfeng Gao, Pengchuan Zhang

* published at ACCV2020 

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Efficient Robust Training via Backward Smoothing

Oct 03, 2020
Jinghui Chen, Yu Cheng, Zhe Gan, Quanquan Gu, Jingjing Liu

* 12 pages, 11 tables, 5 figures 

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Contrastive Distillation on Intermediate Representations for Language Model Compression

Sep 29, 2020
Siqi Sun, Zhe Gan, Yu Cheng, Yuwei Fang, Shuohang Wang, Jingjing Liu

* Accepted by EMNLP 2020 

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FILTER: An Enhanced Fusion Method for Cross-lingual Language Understanding

Sep 17, 2020
Yuwei Fang, Shuohang Wang, Zhe Gan, Siqi Sun, Jingjing Liu

* Top-1 Performance on XTREME (https://sites.research.google/xtreme, September 8, 2020) and XGLUE (https://microsoft.github.io/XGLUE, September 14, 2020) benchmark 

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Cluster-Former: Clustering-based Sparse Transformer for Long-Range Dependency Encoding

Sep 13, 2020
Shuohang Wang, Luowei Zhou, Zhe Gan, Yen-Chun Chen, Yuwei Fang, Siqi Sun, Yu Cheng, Jingjing Liu

* 10 pages 

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Accelerating Real-Time Question Answering via Question Generation

Sep 10, 2020
Yuwei Fang, Shuohang Wang, Zhe Gan, Siqi Sun, Jingjing Liu


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CLUB: A Contrastive Log-ratio Upper Bound of Mutual Information

Jul 14, 2020
Pengyu Cheng, Weituo Hao, Shuyang Dai, Jiachang Liu, Zhe Gan, Lawrence Carin

* Accepted by the 37th International Conference on Machine Learing (ICML2020) 

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Graph Optimal Transport for Cross-Domain Alignment

Jun 29, 2020
Liqun Chen, Zhe Gan, Yu Cheng, Linjie Li, Lawrence Carin, Jingjing Liu

* ICML 2020 

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Adaptive Learning Rates with Maximum Variation Averaging

Jun 21, 2020
Chen Zhu, Yu Cheng, Zhe Gan, Furong Huang, Jingjing Liu, Tom Goldstein


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Large-Scale Adversarial Training for Vision-and-Language Representation Learning

Jun 11, 2020
Zhe Gan, Yen-Chun Chen, Linjie Li, Chen Zhu, Yu Cheng, Jingjing Liu


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Behind the Scene: Revealing the Secrets of Pre-trained Vision-and-Language Models

May 15, 2020
Jize Cao, Zhe Gan, Yu Cheng, Licheng Yu, Yen-Chun Chen, Jingjing Liu


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Improving Adversarial Text Generation by Modeling the Distant Future

May 04, 2020
Ruiyi Zhang, Changyou Chen, Zhe Gan, Wenlin Wang, Dinghan Shen, Guoyin Wang, Zheng Wen, Lawrence Carin

* ACL 2020. arXiv admin note: substantial text overlap with arXiv:1811.00696 

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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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HERO: Hierarchical Encoder for Video+Language Omni-representation Pre-training

May 01, 2020
Linjie Li, Yen-Chun Chen, Yu Cheng, Zhe Gan, Licheng Yu, Jingjing Liu


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Contextual Text Style Transfer

Apr 30, 2020
Yu Cheng, Zhe Gan, Yizhe Zhang, Oussama Elachqar, Dianqi Li, Jingjing Liu


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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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BachGAN: High-Resolution Image Synthesis from Salient Object Layout

Mar 27, 2020
Yandong Li, Yu Cheng, Zhe Gan, Licheng Yu, Liqiang Wang, Jingjing Liu

* Accepted to CVPR 2020 

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VIOLIN: A Large-Scale Dataset for Video-and-Language Inference

Mar 25, 2020
Jingzhou Liu, Wenhu Chen, Yu Cheng, Zhe Gan, Licheng Yu, Yiming Yang, Jingjing Liu

* Accepted to CVPR2020 

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Nested-Wasserstein Self-Imitation Learning for Sequence Generation

Jan 20, 2020
Ruiyi Zhang, Changyou Chen, Zhe Gan, Zheng Wen, Wenlin Wang, Lawrence Carin

* Accepted by AISTATS2020 

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Graph-Driven Generative Models for Heterogeneous Multi-Task Learning

Nov 20, 2019
Wenlin Wang, Hongteng Xu, Zhe Gan, Bai Li, Guoyin Wang, Liqun Chen, Qian Yang, Wenqi Wang, Lawrence Carin

* Accepted by AAAI-2020 

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Meta Module Network for Compositional Visual Reasoning

Nov 18, 2019
Wenhu Chen, Zhe Gan, Linjie Li, Yu Cheng, William Wang, Jingjing Liu

* Technical Report on Neural Module Network, 14 pages 

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