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Latent Execution for Neural Program Synthesis Beyond Domain-Specific Languages


Jun 29, 2021
Xinyun Chen, Dawn Song, Yuandong Tian


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SpreadsheetCoder: Formula Prediction from Semi-structured Context


Jun 26, 2021
Xinyun Chen, Petros Maniatis, Rishabh Singh, Charles Sutton, Hanjun Dai, Max Lin, Denny Zhou

* Published in ICML 2021 

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Understanding the Spread of COVID-19 Epidemic: A Spatio-Temporal Point Process View


Jun 24, 2021
Shuang Li, Lu Wang, Xinyun Chen, Yixiang Fang, Yan Song


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Towards Robustness of Text-to-SQL Models against Synonym Substitution


Jun 19, 2021
Yujian Gan, Xinyun Chen, Qiuping Huang, Matthew Purver, John R. Woodward, Jinxia Xie, Pengsheng Huang

* To appear in ACL 2021 

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A High-fidelity, Machine-learning Enhanced Queueing Network Simulation Model for Hospital Ultrasound Operations


Apr 12, 2021
Yihan Pan, Zhenghang Xu, Jin Guang, Jingjing Sun, Chengwenjian Wang, Xuanming Zhang, Xinyun Chen, J. G. Dai, Yichuan Ding, Pengyi Shi, Hongxin Pan, Kai Yang, Song Wu

* 21 pages, 15 figures 

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Understanding Robustness in Teacher-Student Setting: A New Perspective


Mar 01, 2021
Zhuolin Yang, Zhaoxi Chen, Tiffany Cai, Xinyun Chen, Bo Li, Yuandong Tian

* Proceedings of the 24th International Conference on Artificial Intelligence and Statistics (AISTATS) 2021, San Diego, California, USA. PMLR: Volume 130 

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Dataset Security for Machine Learning: Data Poisoning, Backdoor Attacks, and Defenses


Dec 30, 2020
Micah Goldblum, Dimitris Tsipras, Chulin Xie, Xinyun Chen, Avi Schwarzschild, Dawn Song, Aleksander Madry, Bo Li, Tom Goldstein


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Data Security for Machine Learning: Data Poisoning, Backdoor Attacks, and Defenses


Dec 18, 2020
Micah Goldblum, Dimitris Tsipras, Chulin Xie, Xinyun Chen, Avi Schwarzschild, Dawn Song, Aleksander Madry, Bo Li, Tom Goldstein


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Towards Defending Multiple Adversarial Perturbations via Gated Batch Normalization


Dec 03, 2020
Aishan Liu, Shiyu Tang, Xianglong Liu, Xinyun Chen, Lei Huang, Zhuozhuo Tu, Dawn Song, Dacheng Tao

* 28 pages 

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An online learning approach to dynamic pricing and capacity sizing in service systems


Sep 07, 2020
Xinyun Chen, Yunan Liu, Guiyu Hong


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Compositional Generalization via Neural-Symbolic Stack Machines


Aug 15, 2020
Xinyun Chen, Chen Liang, Adams Wei Yu, Dawn Song, Denny Zhou


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Synthesize, Execute and Debug: Learning to Repair for Neural Program Synthesis


Jul 16, 2020
Kavi Gupta, Peter Ebert Christensen, Xinyun Chen, Dawn Song


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Adversarial Attacks for Embodied Agents


May 19, 2020
Aishan Liu, Tairan Huang, Xianglong Liu, Yitao Xu, Yuqing Ma, Xinyun Chen, Stephen J. Maybank, Dacheng Tao

* 17 pages, 9 figures 

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REFIT: a Unified Watermark Removal Framework for Deep Learning Systems with Limited Data


Nov 17, 2019
Xinyun Chen, Wenxiao Wang, Chris Bender, Yiming Ding, Ruoxi Jia, Bo Li, Dawn Song

* Early version in ICML 2019 Workshop on Security and Privacy of Machine Learning. The first two authors contribute equally 

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Infinite-horizon Off-Policy Policy Evaluation with Multiple Behavior Policies


Oct 10, 2019
Xinyun Chen, Lu Wang, Yizhe Hang, Heng Ge, Hongyuan Zha

* 16 pages 

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A Neural-based Program Decompiler


Jun 28, 2019
Cheng Fu, Huili Chen, Haolan Liu, Xinyun Chen, Yuandong Tian, Farinaz Koushanfar, Jishen Zhao


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Tree-to-tree Neural Networks for Program Translation


Oct 26, 2018
Xinyun Chen, Chang Liu, Dawn Song

* Published in NIPS 2018 

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Learning to Progressively Plan


Oct 02, 2018
Xinyun Chen, Yuandong Tian


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Fooling Vision and Language Models Despite Localization and Attention Mechanism


Apr 06, 2018
Xiaojun Xu, Xinyun Chen, Chang Liu, Anna Rohrbach, Trevor Darrell, Dawn Song

* CVPR 2018 

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Towards Synthesizing Complex Programs from Input-Output Examples


Mar 08, 2018
Xinyun Chen, Chang Liu, Dawn Song

* Published as a conference paper at ICLR 2018 

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Targeted Backdoor Attacks on Deep Learning Systems Using Data Poisoning


Dec 15, 2017
Xinyun Chen, Chang Liu, Bo Li, Kimberly Lu, Dawn Song


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Adversarial Example Defenses: Ensembles of Weak Defenses are not Strong


Jun 15, 2017
Warren He, James Wei, Xinyun Chen, Nicholas Carlini, Dawn Song


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Delving into Transferable Adversarial Examples and Black-box Attacks


Feb 07, 2017
Yanpei Liu, Xinyun Chen, Chang Liu, Dawn Song


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A General Retraining Framework for Scalable Adversarial Classification


Nov 26, 2016
Bo Li, Yevgeniy Vorobeychik, Xinyun Chen


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Latent Attention For If-Then Program Synthesis


Nov 07, 2016
Xinyun Chen, Chang Liu, Richard Shin, Dawn Song, Mingcheng Chen

* Accepted by NIPS 2016 

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