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ORCIDLei Ma 0003
Person information
- affiliation: University of Alberta, Canada
- affiliation: Kyushu University, Department of Information Science and Electrical Engineering, Japan
- affiliation (former): Harbin Institute of Technology, Department of Computer Science, China
- affiliation (former): Chiba University, Department of Mathematics and Informatics, Japan
- affiliation (former): University of Tokyo, Department of Electrical Engineering, Japan
Other persons with the same name
- Lei Ma — disambiguation page
- Lei Ma 0001 — Beijing Institute of Technology, China
- Lei Ma 0002 — Arizona State University, Department of Electrical Engineering, Tempe, AZ, USA
- Lei Ma 0004
![[0000-0002-8298-3703]](https://dblp.dagstuhl.de/img/orcid-mark.12x12.png "0000-0002-8298-3703")
— University of Electronic Science and Technology of China, School of Electronic Engineering, the Intelligent Visual Information Processing and Communication Laboratory, Chengdu, China - Lei Ma 0005 — Nanjing University, Jiangsu Provincial Key Laboratory of Geographic Information Science and Technology, China
- Lei Ma 0006 — University of Tokyo, Graduate School of Engineering, Japan
- Lei Ma 0007 — Southwest Jiaotong University, School of Electrical Engineering, Chengdu, China (and 1 more)
- Lei Ma 0008 — National Biomedical Imaging Center, College of Future Technology, Peking University, Beijing, China (and 7 more)
- Lei Ma 0009 — University of Leeds, UK
- Lei Ma 0010 — Kunming University of Science and Technology, Kunming, China
- Lei Ma 0011 — Beijing Polytechnic, Beijing, China
- Lei Ma 0012 — Queen's University Belfast, Belfast, UK
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2020 – today
- 2023
[j25]Amin Eslami Abyane, Derui Zhu, Roberto Souza, Lei Ma, Hadi Hemmati:
Towards understanding quality challenges of the federated learning for neural networks: a first look from the lens of robustness. Empir. Softw. Eng. 28(2): 44 (2023)- [j24]Shuncheng Tang, Zhenya Zhang, Yi Zhang, Jixiang Zhou, Yan Guo, Shuang Liu, Shengjian Guo, Yan-Fu Li, Lei Ma, Yinxing Xue, Yang Liu:
A Survey on Automated Driving System Testing: Landscapes and Trends. ACM Trans. Softw. Eng. Methodol. 32(5): 124:1-124:62 (2023) - [j23]Hua Qi, Zhijie Wang, Qing Guo, Jianlang Chen, Felix Juefei-Xu, Fuyuan Zhang, Lei Ma, Jianjun Zhao:
ArchRepair: Block-Level Architecture-Oriented Repairing for Deep Neural Networks. ACM Trans. Softw. Eng. Methodol. 32(5): 129:1-129:31 (2023) - [j22]Yuheng Huang, Lei Ma, Yuanchun Li:
PatchCensor: Patch Robustness Certification for Transformers via Exhaustive Testing. ACM Trans. Softw. Eng. Methodol. 32(6): 154:1-154:34 (2023) - [j21]Zhenya Zhang, Deyun Lyu, Paolo Arcaini, Lei Ma, Ichiro Hasuo, Jianjun Zhao:
FalsifAI: Falsification of AI-Enabled Hybrid Control Systems Guided by Time-Aware Coverage Criteria. IEEE Trans. Software Eng. 49(4): 1842-1859 (2023) - [j20]Shangqing Liu, Xiaofei Xie, Jing Kai Siow, Lei Ma, Guozhu Meng, Yang Liu:
GraphSearchNet: Enhancing GNNs via Capturing Global Dependencies for Semantic Code Search. IEEE Trans. Software Eng. 49(4): 2839-2855 (2023) - [j19]Jiayang Song, Xuan Xie, Lei Ma:
$\mathtt {SIEGE}$SIEGE: A Semantics-Guided Safety Enhancement Framework for AI-Enabled Cyber-Physical Systems. IEEE Trans. Software Eng. 49(8): 4058-4080 (2023) - [c87]Xuan Xie, Fuyuan Zhang, Xinwen Hu, Lei Ma:
DeepGemini: Verifying Dependency Fairness for Deep Neural Network. AAAI 2023: 15251-15259 - [c86]Da Song, Zhijie Wang, Yuheng Huang, Lei Ma, Tianyi Zhang:
DeepLens: Interactive Out-of-distribution Data Detection in NLP Models. CHI 2023: 739:1-739:17 - [c85]Zhijie Wang, Yuheng Huang, Da Song, Lei Ma, Tianyi Zhang:
DeepSeer: Interactive RNN Explanation and Debugging via State Abstraction. CHI 2023: 740:1-740:20 - [c84]Yang Hou, Qing Guo, Yihao Huang, Xiaofei Xie, Lei Ma, Jianjun Zhao:
Evading DeepFake Detectors via Adversarial Statistical Consistency. CVPR 2023: 12271-12280 - [c83]Zhuo Li, Derui Zhu, Yujing Hu, Xiaofei Xie, Lei Ma, Yan Zheng, Yan Song, Yingfeng Chen, Jianjun Zhao:
Neural Episodic Control with State Abstraction. ICLR 2023 - [c82]Qiang Hu, Yuejun Guo, Xiaofei Xie, Maxime Cordy, Mike Papadakis, Lei Ma, Yves Le Traon:
CodeS: Towards Code Model Generalization Under Distribution Shift. ICSE (NIER) 2023: 1-6 - [c81]Xiongfei Wu, Jiaming Ye, Ke Chen, Xiaofei Xie, Yujing Hu, Ruochen Huang, Lei Ma, Jianjun Zhao:
Widget Detection-based Testing for Industrial Mobile Games. ICSE-SEIP 2023: 173-184 - [c80]Jiongchi Yu, Yuechen Wu, Xiaofei Xie, Wei Le, Lei Ma, Yingfeng Chen, Jingyu Hu, Fan Zhang:
GameRTS: A Regression Testing Framework for Video Games. ICSE 2023: 1393-1404 - [c79]Qiang Hu, Yuejun Guo, Xiaofei Xie, Maxime Cordy, Mike Papadakis, Lei Ma, Yves Le Traon:
Aries: Efficient Testing of Deep Neural Networks via Labeling-Free Accuracy Estimation. ICSE 2023: 1776-1787 - [c78]Renzhi Wang, Zhijie Wang, Yuheng Huang, Lei Ma:
When Simulator Meets Natural Deviation: A Study on Deviations in Simulation-based ADS Testing. ISSREW 2023: 83-88 - [c77]Zhuo Li, Xiongfei Wu, Derui Zhu, Mingfei Cheng, Siyuan Chen, Fuyuan Zhang, Xiaofei Xie, Lei Ma, Jianjun Zhao:
Generative Model-Based Testing on Decision-Making Policies. ASE 2023: 243-254 - [c76]Yi Liu, Yuekang Li, Gelei Deng, Felix Juefei-Xu, Yao Du, Cen Zhang, Chengwei Liu, Yeting Li, Lei Ma, Yang Liu:
ASTER: Automatic Speech Recognition System Accessibility Testing for Stutterers. ASE 2023: 510-521 - [c75]Jiaming Ye, Shangzhou Xia, Fuyuan Zhang, Paolo Arcaini, Lei Ma, Jianjun Zhao, Fuyuki Ishikawa:
QuraTest: Integrating Quantum Specific Features in Quantum Program Testing. ASE 2023: 1149-1161 - [c74]Zhibo Liu, Yuanyuan Yuan, Shuai Wang, Xiaofei Xie, Lei Ma:
Decompiling x86 Deep Neural Network Executables. USENIX Security Symposium 2023: 7357-7374 - [i70]Zhuo Li, Derui Zhu, Yujing Hu, Xiaofei Xie, Lei Ma, Yan Zheng, Yan Song, Yingfeng Chen, Jianjun Zhao:
Neural Episodic Control with State Abstraction. CoRR abs/2301.11490 (2023) - [i69]Zhijie Wang, Yuheng Huang, Da Song, Lei Ma, Tianyi Zhang:
DeepSeer: Interactive RNN Explanation and Debugging via State Abstraction. CoRR abs/2303.01576 (2023) - [i68]Da Song, Zhijie Wang, Yuheng Huang, Lei Ma, Tianyi Zhang:
DeepLens: Interactive Out-of-distribution Data Detection in NLP Models. CoRR abs/2303.01577 (2023) - [i67]Deyun Lyu, Jiayang Song, Zhenya Zhang, Zhijie Wang, Tianyi Zhang, Lei Ma, Jianjun Zhao:
AutoRepair: Automated Repair for AI-Enabled Cyber-Physical Systems under Safety-Critical Conditions. CoRR abs/2304.05617 (2023) - [i66]Yang Hou, Qing Guo, Yihao Huang, Xiaofei Xie, Lei Ma, Jianjun Zhao:
Evading DeepFake Detectors via Adversarial Statistical Consistency. CoRR abs/2304.11670 (2023) - [i65]Xuan Xie, Jiayang Song, Zhehua Zhou, Fuyuan Zhang, Lei Ma:
Mosaic: Model-based Safety Analysis Framework for AI-enabled Cyber-Physical Systems. CoRR abs/2305.03882 (2023) - [i64]Mulong Xie, Jiaming Ye, Zhenchang Xing, Lei Ma:
NiCro: Purely Vision-based, Non-intrusive Cross-Device and Cross-Platform GUI Testing. CoRR abs/2305.14611 (2023) - [i63]Bonan Kou, Shengmai Chen, Zhijie Wang, Lei Ma, Tianyi Zhang:
Is Model Attention Aligned with Human Attention? An Empirical Study on Large Language Models for Code Generation. CoRR abs/2306.01220 (2023) - [i62]Qiang Hu, Yuejun Guo, Xiaofei Xie, Maxime Cordy, Lei Ma, Mike Papadakis, Yves Le Traon:
Active Code Learning: Benchmarking Sample-Efficient Training of Code Models. CoRR abs/2306.01250 (2023) - [i61]Xinyu Gao, Zhijie Wang, Yang Feng, Lei Ma, Zhenyu Chen, Baowen Xu:
Benchmarking Robustness of AI-enabled Multi-sensor Fusion Systems: Challenges and Opportunities. CoRR abs/2306.03454 (2023) - [i60]Yuheng Huang, Jiayang Song, Zhijie Wang, Huaming Chen, Lei Ma:
Look Before You Leap: An Exploratory Study of Uncertainty Measurement for Large Language Models. CoRR abs/2307.10236 (2023) - [i59]Zhehua Zhou, Jiayang Song, Xuan Xie, Zhan Shu, Lei Ma, Dikai Liu, Jianxiong Yin, Simon See:
Towards Building AI-CPS with NVIDIA Isaac Sim: An Industrial Benchmark and Case Study for Robotics Manipulation. CoRR abs/2308.00055 (2023) - [i58]Zhehua Zhou, Jiayang Song, Kunpeng Yao, Zhan Shu, Lei Ma:
ISR-LLM: Iterative Self-Refined Large Language Model for Long-Horizon Sequential Task Planning. CoRR abs/2308.13724 (2023) - [i57]Yi Liu, Yuekang Li, Gelei Deng, Felix Juefei-Xu, Yao Du, Cen Zhang, Chengwei Liu, Yeting Li, Lei Ma, Yang Liu:
ASTER: Automatic Speech Recognition System Accessibility Testing for Stutterers. CoRR abs/2308.15742 (2023) - [i56]Jiayang Song, Zhehua Zhou, Jiawei Liu, Chunrong Fang, Zhan Shu, Lei Ma:
Self-Refined Large Language Model as Automated Reward Function Designer for Deep Reinforcement Learning in Robotics. CoRR abs/2309.06687 (2023) - [i55]Da Song, Xuan Xie, Jiayang Song, Derui Zhu, Yuheng Huang, Felix Juefei-Xu, Lei Ma:
LUNA: A Model-Based Universal Analysis Framework for Large Language Models. CoRR abs/2310.14211 (2023) - [i54]Shuangzhi Li, Lei Ma, Xingyu Li:
Domain Generalization of 3D Object Detection by Density-Resampling. CoRR abs/2311.10845 (2023) - 2022
- [j18]Zhuo Li, Yuechen Wu, Lei Ma, Xiaofei Xie, Yingfeng Chen, Changjie Fan:
GBGallery : A benchmark and framework for game testing. Empir. Softw. Eng. 27(6): 140 (2022) - [j17]Xiongfei Wu, Jinqiu Yang, Lei Ma, Yinxing Xue, Jianjun Zhao:
On the usage and development of deep learning compilers: an empirical study on TVM. Empir. Softw. Eng. 27(7): 172 (2022) - [j16]Felix Juefei-Xu, Run Wang, Yihao Huang, Qing Guo, Lei Ma, Yang Liu:
Countering Malicious DeepFakes: Survey, Battleground, and Horizon. Int. J. Comput. Vis. 130(7): 1678-1734 (2022) - [j15]Jiaming Ye, Mingliang Ma, Yun Lin, Lei Ma, Yinxing Xue, Jianjun Zhao:
Vulpedia: Detecting vulnerable ethereum smart contracts via abstracted vulnerability signatures. J. Syst. Softw. 192: 111410 (2022) - [j14]Xuhong Ren, Jianlang Chen, Felix Juefei-Xu, Wanli Xue, Qing Guo, Lei Ma, Jianjun Zhao, Shengyong Chen:
DARTSRepair: Core-failure-set guided DARTS for network robustness to common corruptions. Pattern Recognit. 131: 108864 (2022) - [j13]Shangwei Guo, Tianwei Zhang, Han Yu, Xiaofei Xie, Lei Ma, Tao Xiang, Yang Liu:
Byzantine-Resilient Decentralized Stochastic Gradient Descent. IEEE Trans. Circuits Syst. Video Technol. 32(6): 4096-4106 (2022) - [j12]Haijun Wang, Ye Liu, Yi Li, Shangwei Lin, Cyrille Artho, Lei Ma, Yang Liu:
Oracle-Supported Dynamic Exploit Generation for Smart Contracts. IEEE Trans. Dependable Secur. Comput. 19(3): 1795-1809 (2022) - [j11]Alvin Chan, Lei Ma, Felix Juefei-Xu, Yew-Soon Ong, Xiaofei Xie, Minhui Xue, Yang Liu:
Breaking Neural Reasoning Architectures With Metamorphic Relation-Based Adversarial Examples. IEEE Trans. Neural Networks Learn. Syst. 33(11): 6976-6982 (2022) - [j10]Xiaofei Xie, Tianlin Li, Jian Wang, Lei Ma, Qing Guo, Felix Juefei-Xu, Yang Liu:
NPC: Neuron Path Coverage via Characterizing Decision Logic of Deep Neural Networks. ACM Trans. Softw. Eng. Methodol. 31(3): 47:1-47:27 (2022) - [j9]Huangzhao Zhang, Zhiyi Fu, Ge Li, Lei Ma, Zhehao Zhao, Hua'an Yang, Yizhe Sun, Yang Liu, Zhi Jin:
Towards Robustness of Deep Program Processing Models - Detection, Estimation, and Enhancement. ACM Trans. Softw. Eng. Methodol. 31(3): 50:1-50:40 (2022) - [j8]Lizhi Liao, Heng Li, Weiyi Shang, Lei Ma:
An Empirical Study of the Impact of Hyperparameter Tuning and Model Optimization on the Performance Properties of Deep Neural Networks. ACM Trans. Softw. Eng. Methodol. 31(3): 53:1-53:40 (2022) - [j7]Qiang Hu, Yuejun Guo, Maxime Cordy, Xiaofei Xie, Lei Ma, Mike Papadakis, Yves Le Traon:
An Empirical Study on Data Distribution-Aware Test Selection for Deep Learning Enhancement. ACM Trans. Softw. Eng. Methodol. 31(4): 78:1-78:30 (2022) - [j6]Bing Yu, Hua Qi, Qing Guo, Felix Juefei-Xu, Xiaofei Xie, Lei Ma, Jianjun Zhao:
DeepRepair: Style-Guided Repairing for Deep Neural Networks in the Real-World Operational Environment. IEEE Trans. Reliab. 71(4): 1401-1416 (2022) - [j5]Jie M. Zhang, Mark Harman, Lei Ma, Yang Liu:
Machine Learning Testing: Survey, Landscapes and Horizons. IEEE Trans. Software Eng. 48(2): 1-36 (2022) - [c73]Jiayang Song, Deyun Lyu, Zhenya Zhang, Zhijie Wang, Tianyi Zhang, Lei Ma:
When Cyber-Physical Systems Meet AI: A Benchmark, an Evaluation, and a Way Forward. ICSE (SEIP) 2022: 343-352 - [c72]Zihe Song, Yingfeng Chen, Lei Ma, Shangjie Lu, Honglei Lin, Changjie Fan, Wei Yang:
An Empirical Analysis of Compatibility Issues for Industrial Mobile Games (Practical Experience Report). ISSRE 2022: 217-228 - [c71]Yan-Fu Li, Yinxing Xue, Lei Ma, Shengjian Guo, Guozhu Meng:
Message from the RAIS 2022 Chairs. ISSRE Workshops 2022: xxxviii - [c70]Liming Zhai, Qing Guo, Xiaofei Xie, Lei Ma, Yi Estelle Wang, Yang Liu:
A3GAN: Attribute-Aware Anonymization Networks for Face De-identification. ACM Multimedia 2022: 5303-5313 - [i53]Amin Eslami Abyane, Derui Zhu, Roberto Medeiros de Souza, Lei Ma, Hadi Hemmati:
Towards Understanding Quality Challenges of the Federated Learning: A First Look from the Lens of Robustness. CoRR abs/2201.01409 (2022) - [i52]Qing Guo, Jingyang Sun, Felix Juefei-Xu, Lei Ma, Di Lin, Wei Feng, Song Wang:
Uncertainty-Aware Cascaded Dilation Filtering for High-Efficiency Deraining. CoRR abs/2201.02366 (2022) - [i51]Xiaofei Xie, Tianlin Li, Jian Wang, Lei Ma, Qing Guo, Felix Juefei-Xu, Yang Liu:
NPC: Neuron Path Coverage via Characterizing Decision Logic of Deep Neural Networks. CoRR abs/2203.12915 (2022) - [i50]Qiang Hu, Yuejun Guo, Xiaofei Xie, Maxime Cordy, Lei Ma, Mike Papadakis, Yves Le Traon:
CodeS: A Distribution Shift Benchmark Dataset for Source Code Learning. CoRR abs/2206.05480 (2022) - [i49]Shuncheng Tang, Zhenya Zhang, Yi Zhang, Jixiang Zhou, Yan Guo, Shuang Liu, Shengjian Guo, Yan-Fu Li, Lei Ma, Yinxing Xue, Yang Liu:
A Survey on Automated Driving System Testing: Landscapes and Trends. CoRR abs/2206.05961 (2022) - [i48]Qiang Hu, Yuejun Guo, Xiaofei Xie, Maxime Cordy, Lei Ma, Mike Papadakis, Yves Le Traon:
Efficient Testing of Deep Neural Networks via Decision Boundary Analysis. CoRR abs/2207.10942 (2022) - [i47]Xuhong Ren, Jianlang Chen, Felix Juefei-Xu, Wanli Xue, Qing Guo, Lei Ma, Jianjun Zhao, Shengyong Chen:
DARTSRepair: Core-failure-set Guided DARTS for Network Robustness to Common Corruptions. CoRR abs/2209.10381 (2022) - [i46]Zhibo Liu, Yuanyuan Yuan, Shuai Wang, Xiaofei Xie, Lei Ma:
Decompiling x86 Deep Neural Network Executables. CoRR abs/2210.01075 (2022) - [i45]Shuangzhi Li, Zhijie Wang, Felix Juefei-Xu, Qing Guo, Xingyu Li, Lei Ma:
Common Corruption Robustness of Point Cloud Detectors: Benchmark and Enhancement. CoRR abs/2210.05896 (2022) - [i44]Yinghua Li, Xueqi Dang, Haoye Tian, Tiezhu Sun, Zhijie Wang, Lei Ma, Jacques Klein, Tegawendé F. Bissyandé:
AI-driven Mobile Apps: an Explorative Study. CoRR abs/2212.01635 (2022) - [i43]Zhijie Wang, Yuheng Huang, Lei Ma, Haruki Yokoyama, Susumu Tokumoto, Kazuki Munakata:
An Exploratory Study of AI System Risk Assessment from the Lens of Data Distribution and Uncertainty. CoRR abs/2212.06828 (2022) - [i42]Jiaming Ye, Mulong Xie, Siyuan Chen, Fuyuan Zhang, Lei Ma, Zhenchang Xing, Jianjun Zhao:
Towards Benchmarking GUI Compatibility Testing on Mobile Applications. CoRR abs/2212.13424 (2022) - 2021
- [c69]Qing Guo, Jingyang Sun, Felix Juefei-Xu, Lei Ma, Xiaofei Xie, Wei Feng, Yang Liu, Jianjun Zhao:
EfficientDeRain: Learning Pixel-wise Dilation Filtering for High-Efficiency Single-Image Deraining. AAAI 2021: 1487-1495 - [c68]Xiyue Zhang, Xiaoning Du, Xiaofei Xie, Lei Ma, Yang Liu, Meng Sun:
Decision-Guided Weighted Automata Extraction from Recurrent Neural Networks. AAAI 2021: 11699-11707 - [c67]Zhenya Zhang, Deyun Lyu, Paolo Arcaini, Lei Ma, Ichiro Hasuo, Jianjun Zhao:
Effective Hybrid System Falsification Using Monte Carlo Tree Search Guided by QB-Robustness. CAV (1) 2021: 595-618 - [c66]Qing Guo, Ziyi Cheng, Felix Juefei-Xu, Lei Ma, Xiaofei Xie, Yang Liu, Jianjun Zhao:
Learning to Adversarially Blur Visual Object Tracking. ICCV 2021: 10819-10828 - [c65]Ziyi Cheng, Xuhong Ren, Felix Juefei-Xu, Wanli Xue, Qing Guo, Lei Ma, Jianjun Zhao:
Deepmix: Online Auto Data Augmentation for Robust Visual Object Tracking. ICME 2021: 1-6 - [c64]Xiaofei Xie, Wenbo Guo, Lei Ma, Wei Le, Jian Wang, Lingjun Zhou, Yang Liu, Xinyu Xing:
RNNRepair: Automatic RNN Repair via Model-based Analysis. ICML 2021: 11383-11392 - [c63]Yan Zheng, Yi Liu, Xiaofei Xie, Yepang Liu, Lei Ma, Jianye Hao, Yang Liu:
Automatic Web Testing Using Curiosity-Driven Reinforcement Learning. ICSE 2021: 423-435 - [c62]Pengzhan Zhao, Jianjun Zhao, Lei Ma:
Identifying Bug Patterns in Quantum Programs. Q-SE@ICSE 2021: 16-21 - [c61]Maryam Vahdat Pour, Zhuo Li, Lei Ma, Hadi Hemmati:
A Search-Based Testing Framework for Deep Neural Networks of Source Code Embedding. ICST 2021: 36-46 - [c60]Shuncheng Tang, Zhenya Zhang, Jia Tang, Lei Ma, Yinxing Xue:
Issue Categorization and Analysis of an Open-Source Driving Assistant System. ISSRE Workshops 2021: 148-153 - [c59]Xiaoting Du, Zheng Zheng, Lei Ma, Jianjun Zhao:
An Empirical Study on Common Bugs in Deep Learning Compilers. ISSRE 2021: 184-195 - [c58]Yihao Huang, Qing Guo, Felix Juefei-Xu, Lei Ma, Weikai Miao, Yang Liu, Geguang Pu:
AdvFilter: Predictive Perturbation-aware Filtering against Adversarial Attack via Multi-domain Learning. ACM Multimedia 2021: 395-403 - [c57]Zhenya Zhang, Deyun Lyu, Paolo Arcaini, Lei Ma, Ichiro Hasuo, Jianjun Zhao:
On the Effectiveness of Signal Rescaling in Hybrid System Falsification. NFM 2021: 392-399 - [c56]Jiaming Ye, Ke Chen, Xiaofei Xie, Lei Ma, Ruochen Huang, Yingfeng Chen, Yinxing Xue, Jianjun Zhao:
An empirical study of GUI widget detection for industrial mobile games. ESEC/SIGSOFT FSE 2021: 1427-1437 - [e1]Shuai Wang, Xiaofei Xie, Lei Ma:
AISTA 2021: Proceedings of the 1st ACM International Workshop on AI and Software Testing/Analysis, Virtual Event, Denmark, 12 July 2021. ACM 2021, ISBN 978-1-4503-8541-1 [contents] - [i41]Maryam Vahdat Pour, Zhuo Li, Lei Ma, Hadi Hemmati:
A Search-Based Testing Framework for Deep Neural Networks of Source Code Embedding. CoRR abs/2101.07910 (2021) - [i40]Felix Juefei-Xu, Run Wang, Yihao Huang, Qing Guo, Lei Ma, Yang Liu:
Countering Malicious DeepFakes: Survey, Battleground, and Horizon. CoRR abs/2103.00218 (2021) - [i39]Yan Zheng, Yi Liu, Xiaofei Xie, Yepang Liu, Lei Ma, Jianye Hao, Yang Liu:
Automatic Web Testing using Curiosity-Driven Reinforcement Learning. CoRR abs/2103.06018 (2021) - [i38]Pengzhan Zhao, Jianjun Zhao, Lei Ma:
Identifying Bug Patterns in Quantum Programs. CoRR abs/2103.09069 (2021) - [i37]Ziyi Cheng, Xuhong Ren, Felix Juefei-Xu, Wanli Xue, Qing Guo, Lei Ma, Jianjun Zhao:
DeepMix: Online Auto Data Augmentation for Robust Visual Object Tracking. CoRR abs/2104.11585 (2021) - [i36]Yihao Huang, Qing Guo, Felix Juefei-Xu, Lei Ma, Weikai Miao, Yang Liu, Geguang Pu:
AdvFilter: Predictive Perturbation-aware Filtering against Adversarial Attack via Multi-domain Learning. CoRR abs/2107.06501 (2021) - [i35]Qing Guo, Ziyi Cheng, Felix Juefei-Xu, Lei Ma, Xiaofei Xie, Yang Liu, Jianjun Zhao:
Learning to Adversarially Blur Visual Object Tracking. CoRR abs/2107.12085 (2021) - [i34]Qing Guo, Zhijie Wang, Felix Juefei-Xu, Di Lin, Lei Ma, Wei Feng, Yang Liu:
CarveNet: Carving Point-Block for Complex 3D Shape Completion. CoRR abs/2107.13452 (2021) - [i33]Shangqing Liu, Xiaofei Xie, Lei Ma, Jing Kai Siow, Yang Liu:
GraphSearchNet: Enhancing GNNs via Capturing Global Dependency for Semantic Code Search. CoRR abs/2111.02671 (2021) - [i32]Jiayang Song, Deyun Lyu, Zhenya Zhang, Zhijie Wang, Tianyi Zhang, Lei Ma:
When Cyber-Physical Systems Meet AI: A Benchmark, an Evaluation, and a Way Forward. CoRR abs/2111.04324 (2021) - [i31]Yinxing Xue, Jiaming Ye, Wei Zhang, Jun Sun, Lei Ma, Haijun Wang, Jianjun Zhao:
Machine Learning Guided Cross-Contract Fuzzing. CoRR abs/2111.12423 (2021) - [i30]Hua Qi, Zhijie Wang, Qing Guo, Jianlang Chen, Felix Juefei-Xu, Lei Ma, Jianjun Zhao:
ArchRepair: Block-Level Architecture-Oriented Repairing for Deep Neural Networks. CoRR abs/2111.13330 (2021) - 2020
- [j4]Li Li, Jun Gao, Tegawendé F. Bissyandé, Lei Ma, Xin Xia, Jacques Klein:
CDA: Characterising Deprecated Android APIs. Empir. Softw. Eng. 25(3): 2058-2098 (2020) - [j3]Cyrille Artho, Kazuaki Banzai, Quentin Gros, Guillaume Rousset, Lei Ma, Takashi Kitamura, Masami Hagiya, Yoshinori Tanabe, Mitsuharu Yamamoto:
Model-based testing of Apache ZooKeeper: Fundamental API usage and watchers. Softw. Test. Verification Reliab. 30(7-8) (2020) - [c55]Huangzhao Zhang, Zhuo Li, Ge Li, Lei Ma, Yang Liu, Zhi Jin:
Generating Adversarial Examples for Holding Robustness of Source Code Processing Models. AAAI 2020: 1169-1176 - [c54]Jianwen Sun, Tianwei Zhang, Xiaofei Xie, Lei Ma, Yan Zheng, Kangjie Chen, Yang Liu:
Stealthy and Efficient Adversarial Attacks against Deep Reinforcement Learning. AAAI 2020: 5883-5891 - [c53]Qing Guo, Xiaofei Xie, Felix Juefei-Xu, Lei Ma, Zhongguo Li, Wanli Xue, Wei Feng, Yang Liu:
SPARK: Spatial-Aware Online Incremental Attack Against Visual Tracking. ECCV (25) 2020: 202-219 - [c52]Xiyue Zhang, Xiaofei Xie, Lei Ma, Xiaoning Du, Qiang Hu, Yang Liu, Jianjun Zhao, Meng Sun:
Towards characterizing adversarial defects of deep learning software from the lens of uncertainty. ICSE 2020: 739-751 - [c51]Yuechen Wu, Yingfeng Chen, Xiaofei Xie, Bing Yu, Changjie Fan, Lei Ma:
Regression Testing of Massively Multiplayer Online Role-Playing Games. ICSME 2020: 692-696 - [c50]Xuhong Ren, Bing Yu, Hua Qi, Felix Juefei-Xu, Zhuo Li, Wanli Xue, Lei Ma, Jianjun Zhao:
Few-Shot Guided Mix for DNN Repairing. ICSME 2020: 717-721 - [c49]Run Wang, Felix Juefei-Xu, Lei Ma, Xiaofei Xie, Yihao Huang, Jian Wang, Yang Liu:
FakeSpotter: A Simple yet Robust Baseline for Spotting AI-Synthesized Fake Faces. IJCAI 2020: 3444-3451 - [c48]Xiongfei Wu, Liangyu Qin, Bing Yu, Xiaofei Xie, Lei Ma, Yinxing Xue, Yang Liu, Jianjun Zhao:
How are Deep Learning Models Similar?: An Empirical Study on Clone Analysis of Deep Learning Software. ICPC 2020: 172-183 - [c47]Xiaoning Du, Yi Li, Xiaofei Xie, Lei Ma, Yang Liu, Jianjun Zhao:
Marble: Model-based Robustness Analysis of Stateful Deep Learning Systems. ASE 2020: 423-435 - [c46]