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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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