Prototypical Contrastive Learning of Unsupervised Representations

May 11, 2020
Junnan Li, Pan Zhou, Caiming Xiong, Richard Socher, Steven C. H. Hoi


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Double-Hard Debias: Tailoring Word Embeddings for Gender Bias Mitigation

May 03, 2020
Tianlu Wang, Xi Victoria Lin, Nazneen Fatema Rajani, Bryan McCann, Vicente Ordonez, Caiming Xiong

* Accepted to ACL 2020 

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ToD-BERT: Pre-trained Natural Language Understanding for Task-Oriented Dialogues

Apr 29, 2020
Chien-Sheng Wu, Steven Hoi, Richard Socher, Caiming Xiong


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VD-BERT: A Unified Vision and Dialog Transformer with BERT

Apr 29, 2020
Yue Wang, Shafiq Joty, Michael R. Lyu, Irwin King, Caiming Xiong, Steven C. H. Hoi

* 15 pages, 7 figures, 4 tables 

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Towards Noise-resistant Object Detection with Noisy Annotations

Mar 03, 2020
Junnan Li, Caiming Xiong, Richard Socher, Steven Hoi


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Differentially Private Deep Learning with Smooth Sensitivity

Mar 01, 2020
Lichao Sun, Yingbo Zhou, Philip S. Yu, Caiming Xiong


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Adv-BERT: BERT is not robust on misspellings! Generating nature adversarial samples on BERT

Feb 27, 2020
Lichao Sun, Kazuma Hashimoto, Wenpeng Yin, Akari Asai, Jia Li, Philip Yu, Caiming Xiong


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Taylorized Training: Towards Better Approximation of Neural Network Training at Finite Width

Feb 24, 2020
Yu Bai, Ben Krause, Huan Wang, Caiming Xiong, Richard Socher


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Neural Bayes: A Generic Parameterization Method for Unsupervised Representation Learning

Feb 20, 2020
Devansh Arpit, Huan Wang, Caiming Xiong, Richard Socher, Yoshua Bengio


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Explore, Discover and Learn: Unsupervised Discovery of State-Covering Skills

Feb 14, 2020
Víctor Campos, Alexander Trott, Caiming Xiong, Richard Socher, Xavier Giro-i-Nieto, Jordi Torres

* 17 pages, 11 figures 

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Proposal Learning for Semi-Supervised Object Detection

Jan 15, 2020
Peng Tang, Chetan Ramaiah, Ran Xu, Caiming Xiong


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Learning from Noisy Anchors for One-stage Object Detection

Dec 11, 2019
Hengduo Li, Zuxuan Wu, Chen Zhu, Caiming Xiong, Richard Socher, Larry S. Davis


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LiteEval: A Coarse-to-Fine Framework for Resource Efficient Video Recognition

Dec 03, 2019
Zuxuan Wu, Caiming Xiong, Yu-Gang Jiang, Larry S. Davis

* NeurIPS 2019 

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Learning to Retrieve Reasoning Paths over Wikipedia Graph for Question Answering

Nov 24, 2019
Akari Asai, Kazuma Hashimoto, Hannaneh Hajishirzi, Richard Socher, Caiming Xiong


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Deep Verifier Networks: Verification of Deep Discriminative Models with Deep Generative Models

Nov 18, 2019
Tong Che, Xiaofeng Liu, Site Li, Yubin Ge, Ruixiang Zhang, Caiming Xiong, Yoshua Bengio


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Attentive Student Meets Multi-Task Teacher: Improved Knowledge Distillation for Pretrained Models

Nov 09, 2019
Linqing Liu, Huan Wang, Jimmy Lin, Richard Socher, Caiming Xiong


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ERASER: A Benchmark to Evaluate Rationalized NLP Models

Nov 08, 2019
Jay DeYoung, Sarthak Jain, Nazneen Fatema Rajani, Eric Lehman, Caiming Xiong, Richard Socher, Byron C. Wallace

* https://github.com/jayded/eraserbenchmark http://www.eraserbenchmark.com/ 

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Keeping Your Distance: Solving Sparse Reward Tasks Using Self-Balancing Shaped Rewards

Nov 04, 2019
Alexander Trott, Stephan Zheng, Caiming Xiong, Richard Socher

* NeurIPS 2019 

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Sketch-Fill-A-R: A Persona-Grounded Chit-Chat Generation Framework

Oct 28, 2019
Michael Shum, Stephan Zheng, Wojciech Kryściński, Caiming Xiong, Richard Socher

* 10 pages, 9 tables, 4 figures 

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Evaluating the Factual Consistency of Abstractive Text Summarization

Oct 28, 2019
Wojciech Kryściński, Bryan McCann, Caiming Xiong, Richard Socher

* 11 pages, 7 tables, 1 algorithm 

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Global Capacity Measures for Deep ReLU Networks via Path Sampling

Oct 22, 2019
Ryan Theisen, Jason M. Klusowski, Huan Wang, Nitish Shirish Keskar, Caiming Xiong, Richard Socher


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Find or Classify? Dual Strategy for Slot-Value Predictions on Multi-Domain Dialog State Tracking

Oct 10, 2019
Jian-Guo Zhang, Kazuma Hashimoto, Chien-Sheng Wu, Yao Wan, Philip S. Yu, Richard Socher, Caiming Xiong


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Entropy Penalty: Towards Generalization Beyond the IID Assumption

Oct 01, 2019
Devansh Arpit, Caiming Xiong, Richard Socher


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CTRL: A Conditional Transformer Language Model for Controllable Generation

Sep 20, 2019
Nitish Shirish Keskar, Bryan McCann, Lav R. Varshney, Caiming Xiong, Richard Socher


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CoSQL: A Conversational Text-to-SQL Challenge Towards Cross-Domain Natural Language Interfaces to Databases

Sep 11, 2019
Tao Yu, Rui Zhang, He Yang Er, Suyi Li, Eric Xue, Bo Pang, Xi Victoria Lin, Yi Chern Tan, Tianze Shi, Zihan Li, Youxuan Jiang, Michihiro Yasunaga, Sungrok Shim, Tao Chen, Alexander Fabbri, Zifan Li, Luyao Chen, Yuwen Zhang, Shreya Dixit, Vincent Zhang, Caiming Xiong, Richard Socher, Walter S Lasecki, Dragomir Radev

* Accepted to EMNLP 2019, long paper 

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Editing-Based SQL Query Generation for Cross-Domain Context-Dependent Questions

Sep 10, 2019
Rui Zhang, Tao Yu, He Yang Er, Sungrok Shim, Eric Xue, Xi Victoria Lin, Tianze Shi, Caiming Xiong, Richard Socher, Dragomir Radev

* EMNLP 2019 

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