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Global Rhythm Style Transfer Without Text Transcriptions


Jun 16, 2021
Kaizhi Qian, Yang Zhang, Shiyu Chang, Jinjun Xiong, Chuang Gan, David Cox, Mark Hasegawa-Johnson


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Learning Stable Classifiers by Transferring Unstable Features


Jun 15, 2021
Yujia Bao, Shiyu Chang, Regina Barzilay


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PARP: Prune, Adjust and Re-Prune for Self-Supervised Speech Recognition


Jun 10, 2021
Cheng-I Jeff Lai, Yang Zhang, Alexander H. Liu, Shiyu Chang, Yi-Lun Liao, Yung-Sung Chuang, Kaizhi Qian, Sameer Khurana, David Cox, James Glass


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Predict then Interpolate: A Simple Algorithm to Learn Stable Classifiers


May 26, 2021
Yujia Bao, Shiyu Chang, Regina Barzilay

* ICML 2021 

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Complementary Evidence Identification in Open-Domain Question Answering


Apr 05, 2021
Xiangyang Mou, Mo Yu, Shiyu Chang, Yufei Feng, Li Zhang, Hui Su

* 7 pages, EACL 2021 

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Generating Adversarial Computer Programs using Optimized Obfuscations


Mar 18, 2021
Shashank Srikant, Sijia Liu, Tamara Mitrovska, Shiyu Chang, Quanfu Fan, Gaoyuan Zhang, Una-May O'Reilly

* This work will be published at ICLR 2021 

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TransGAN: Two Transformers Can Make One Strong GAN


Feb 16, 2021
Yifan Jiang, Shiyu Chang, Zhangyang Wang


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Self-Progressing Robust Training


Dec 22, 2020
Minhao Cheng, Pin-Yu Chen, Sijia Liu, Shiyu Chang, Cho-Jui Hsieh, Payel Das

* Accepted in AAAI2021 

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The Lottery Tickets Hypothesis for Supervised and Self-supervised Pre-training in Computer Vision Models


Dec 12, 2020
Tianlong Chen, Jonathan Frankle, Shiyu Chang, Sijia Liu, Yang Zhang, Michael Carbin, Zhangyang Wang


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Training Stronger Baselines for Learning to Optimize


Oct 18, 2020
Tianlong Chen, Weiyi Zhang, Jingyang Zhou, Shiyu Chang, Sijia Liu, Lisa Amini, Zhangyang Wang

* NeurIPS 2020 Spotlight Oral 

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Interactive Fiction Game Playing as Multi-Paragraph Reading Comprehension with Reinforcement Learning


Oct 05, 2020
Xiaoxiao Guo, Mo Yu, Yupeng Gao, Chuang Gan, Murray Campbell, Shiyu Chang

* Accepted to EMNLP 2020 

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Lifelong Object Detection


Sep 02, 2020
Wang Zhou, Shiyu Chang, Norma Sosa, Hendrik Hamann, David Cox


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The Lottery Ticket Hypothesis for Pre-trained BERT Networks


Jul 23, 2020
Tianlong Chen, Jonathan Frankle, Shiyu Chang, Sijia Liu, Yang Zhang, Zhangyang Wang, Michael Carbin


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Proper Network Interpretability Helps Adversarial Robustness in Classification


Jun 26, 2020
Akhilan Boopathy, Sijia Liu, Gaoyuan Zhang, Cynthia Liu, Pin-Yu Chen, Shiyu Chang, Luca Daniel

* 22 pages, 9 figures, Published at ICML 2020 

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Can 3D Adversarial Logos Cloak Humans?


Jun 25, 2020
Tianlong Chen, Yi Wang, Jingyang Zhou, Sijia Liu, Shiyu Chang, Chandrajit Bajaj, Zhangyang Wang


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Unsupervised Speech Decomposition via Triple Information Bottleneck


May 04, 2020
Kaizhi Qian, Yang Zhang, Shiyu Chang, David Cox, Mark Hasegawa-Johnson


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Learning to Recover Reasoning Chains for Multi-Hop Question Answering via Cooperative Games


Apr 06, 2020
Yufei Feng, Mo Yu, Wenhan Xiong, Xiaoxiao Guo, Junjie Huang, Shiyu Chang, Murray Campbell, Michael Greenspan, Xiaodan Zhu


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Adversarial Robustness: From Self-Supervised Pre-Training to Fine-Tuning


Mar 28, 2020
Tianlong Chen, Sijia Liu, Shiyu Chang, Yu Cheng, Lisa Amini, Zhangyang Wang

* CVPR 2020 

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Invariant Rationalization


Mar 22, 2020
Shiyu Chang, Yang Zhang, Mo Yu, Tommi S. Jaakkola

* 10 pages 

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Rethinking Cooperative Rationalization: Introspective Extraction and Complement Control


Oct 29, 2019
Mo Yu, Shiyu Chang, Yang Zhang, Tommi S. Jaakkola

* Accepted by EMNLP 2019 

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A Game Theoretic Approach to Class-wise Selective Rationalization


Oct 28, 2019
Shiyu Chang, Yang Zhang, Mo Yu, Tommi S. Jaakkola

* Accepted by Neural Information Processing Systems (NeurIPS 2019), Vancouver, Canada 

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An Efficient and Margin-Approaching Zero-Confidence Adversarial Attack


Oct 01, 2019
Yang Zhang, Shiyu Chang, Mo Yu, Kaizhi Qian


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Simple yet Effective Bridge Reasoning for Open-Domain Multi-Hop Question Answering


Sep 17, 2019
Wenhan Xiong, Mo Yu, Xiaoxiao Guo, Hong Wang, Shiyu Chang, Murray Campbell, William Yang Wang


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Out-of-Domain Detection for Low-Resource Text Classification Tasks


Aug 31, 2019
Ming Tan, Yang Yu, Haoyu Wang, Dakuo Wang, Saloni Potdar, Shiyu Chang, Mo Yu

* EMNLP 2019 

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Few-shot Text Classification with Distributional Signatures


Aug 16, 2019
Yujia Bao, Menghua Wu, Shiyu Chang, Regina Barzilay

* Work in progress 

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Meta Reasoning over Knowledge Graphs


Aug 13, 2019
Hong Wang, Wenhan Xiong, Mo Yu, Xiaoxiao Guo, Shiyu Chang, William Yang Wang


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