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Lei Ma
Lei Ma
Associate Professor and Canada CIFAR AI Chair, University of Alberta
Verified email at ualberta.ca - Homepage
Title
Cited by
Cited by
Year
Machine learning testing: Survey, landscapes and horizons
JM Zhang, M Harman, L Ma, Y Liu
IEEE Transactions on Software Engineering, 2020
4632020
DeepGauge: Multi-Granularity Testing Criteria for Deep Learning Systems
L Ma, F Juefei-Xu, F Zhang, J Sun, M Xue, B Li, C Chen, T Su, L Li, Y Liu, ...
https://dl.acm.org/citation.cfm?id=3238202, 2018
4462018
Deephunter: a coverage-guided fuzz testing framework for deep neural networks
X Xie, L Ma, F Juefei-Xu, M Xue, H Chen, Y Liu, J Zhao, B Li, J Yin, S See
Proceedings of the 28th ACM SIGSOFT International Symposium on Software …, 2019
279*2019
DeepMutation: Mutation Testing of Deep Learning Systems
L Ma, F Zhang, J Sun, M Xue, B Li, F Juefei-Xu, C Xie, L Li, Y Liu, J Zhao, ...
2018 IEEE 29th International Symposium on Software Reliability Engineering …, 2018
2652018
DeepCT: Tomographic Combinatorial Testing for Deep Learning Systems
L Ma, JX Felix, M Xue, B Li, L Li, Y Liu, J Zhao
2019 IEEE 26th International Conference on Software Analysis, Evolution and …, 2019
166*2019
Fakespotter: A simple baseline for spotting ai-synthesized fake faces
R Wang, L Ma, F Juefei-Xu, X Xie, J Wang, Y Liu
IJCAI 2020, 2020
153*2020
DeepStellar: Model-Based Quantitative Analysis of Stateful Deep Learning Systems
X Du, X Xie, Y Li, L Ma, Y Liu, J Zhao
The 27th ACM Joint European Software Engineering Conference and Symposium on …, 2019
124*2019
Deeprhythm: Exposing deepfakes with attentional visual heartbeat rhythms
H Qi, Q Guo, F Juefei-Xu, X Xie, L Ma, W Feng, Y Liu, J Zhao
Proceedings of the 28th ACM international conference on multimedia, 4318-4327, 2020
972020
An empirical study of common challenges in developing deep learning applications
T Zhang, C Gao, L Ma, M Lyu, M Kim
2019 IEEE 30th International Symposium on Software Reliability Engineering …, 2019
912019
An empirical study towards characterizing deep learning development and deployment across different frameworks and platforms
Q Guo, S Chen, X Xie, L Ma, Q Hu, H Liu, Y Liu, J Zhao, X Li
2019 34th IEEE/ACM International Conference on Automated Software …, 2019
782019
Practical Fault Attack on Deep Neural Networks
J Breier, X Hou, D Jap, L Ma, S Bhasin, Y Liu
Conference on Computer and Communications Security (CCS’18), 2018
782018
Grt: Program-analysis-guided random testing (t)
L Ma, C Artho, C Zhang, H Sato, J Gmeiner, R Ramler
2015 30th IEEE/ACM International Conference on Automated Software …, 2015
782015
Wuji: Automatic online combat game testing using evolutionary deep reinforcement learning
Y Zheng, X Xie, T Su, L Ma, J Hao, Z Meng, Y Liu, R Shen, Y Chen, C Fan
2019 34th IEEE/ACM International Conference on Automated Software …, 2019
772019
Characterising deprecated android apis
L Li, J Gao, TF Bissyandé, L Ma, X Xia, J Klein
Proceedings of the 15th International Conference on Mining Software …, 2018
692018
Stealthy and efficient adversarial attacks against deep reinforcement learning
J Sun, T Zhang, X Xie, L Ma, Y Zheng, K Chen, Y Liu
Proceedings of the AAAI Conference on Artificial Intelligence 34 (04), 5883-5891, 2020
572020
Deepmutation++: A mutation testing framework for deep learning systems
Q Hu, L Ma, X Xie, B Yu, Y Liu, J Zhao
2019 34th IEEE/ACM International Conference on Automated Software …, 2019
542019
Spark: Spatial-aware online incremental attack against visual tracking
Q Guo, X Xie, F Juefei-Xu, L Ma, Z Li, W Xue, W Feng, Y Liu
European Conference on Computer Vision, 202-219, 2020
532020
Towards characterizing adversarial defects of deep learning software from the lens of uncertainty
X Zhang, X Xie, L Ma, X Du, Q Hu, Y Liu, J Zhao, M Sun
42nd International Conference on Software Engineering (ICSE 2020), 2020
512020
Diffchaser: Detecting disagreements for deep neural networks
X Xie, L Ma, H Wang, Y Li, Y Liu, X Li
International Joint Conferences on Artificial Intelligence Organization, 2019
512019
Watch out! motion is blurring the vision of your deep neural networks
Q Guo, F Juefei-Xu, X Xie, L Ma, J Wang, B Yu, W Feng, Y Liu
Advances in Neural Information Processing Systems 33, 975-985, 2020
45*2020
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