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Neural Episodic Control with State Abstraction


Jan 27, 2023
Zhuo Li, Derui Zhu, Yujing Hu, Xiaofei Xie, Lei Ma, Yan Zheng, Yan Song, Yingfeng Chen, Jianjun Zhao

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Is Self-Attention Powerful to Learn Code Syntax and Semantics?


Dec 20, 2022
Wei Ma, Mengjie Zhao, Xiaofei Xie, Qiang Hu, Shangqing Liu, Jie Zhang, Wenhan Wang, Yang Liu

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Decompiling x86 Deep Neural Network Executables


Oct 04, 2022
Zhibo Liu, Yuanyuan Yuan, Shuai Wang, Xiaofei Xie, Lei Ma

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* The extended version of a paper to appear in the Proceedings of the 32nd USENIX Security Symposium, 2023, (USENIX Security '23), 25 pages 

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Efficient Testing of Deep Neural Networks via Decision Boundary Analysis


Jul 22, 2022
Qiang Hu, Yuejun Guo, Xiaofei Xie, Maxime Cordy, Lei Ma, Mike Papadakis, Yves Le Traon

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* 12 pages 

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CodeS: A Distribution Shift Benchmark Dataset for Source Code Learning


Jun 11, 2022
Qiang Hu, Yuejun Guo, Xiaofei Xie, Maxime Cordy, Lei Ma, Mike Papadakis, Yves Le Traon

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* 19 pages 

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Characterizing and Understanding the Behavior of Quantized Models for Reliable Deployment


Apr 08, 2022
Qiang Hu, Yuejun Guo, Maxime Cordy, Xiaofei Xie, Wei Ma, Mike Papadakis, Yves Le Traon

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* 12 pages 

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Labeling-Free Comparison Testing of Deep Learning Models


Apr 08, 2022
Yuejun Guo, Qiang Hu, Maxime Cordy, Xiaofei Xie, Mike Papadakis, Yves Le Traon

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* 12 pages 

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NPC: Neuron Path Coverage via Characterizing Decision Logic of Deep Neural Networks


Mar 26, 2022
Xiaofei Xie, Tianlin Li, Jian Wang, Lei Ma, Qing Guo, Felix Juefei-Xu, Yang Liu

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* 27 pages. Accepted to ACM Transactions on Software Engineering and Methodology (TOSEM), 2022 

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Learning Program Semantics with Code Representations: An Empirical Study


Mar 22, 2022
Jing Kai Siow, Shangqing Liu, Xiaofei Xie, Guozhu Meng, Yang Liu

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* Accepted in 29th edition IEEE International Conference on Software Analysis, Evolution and Reengineering (SANER 2022) 

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Unveiling Project-Specific Bias in Neural Code Models


Jan 19, 2022
Zhiming Li, Yanzhou Li, Tianlin Li, Mengnan Du, Bozhi Wu, Yushi Cao, Xiaofei Xie, Yi Li, Yang Liu

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