متابعة
Lei Ma
Lei Ma
Associate Professor, The University of Tokyo, Japan & University of Alberta, Canada
بريد إلكتروني تم التحقق منه على acm.org - الصفحة الرئيسية
عنوان
عدد مرات الاقتباسات
عدد مرات الاقتباسات
السنة
Machine learning testing: Survey, landscapes and horizons‏
JM Zhang, M Harman, L Ma, Y Liu‏
IEEE Transactions on Software Engineering 48 (1), 1-36, 2020‏
10192020
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
8112018
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
560*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
4462018
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
309*2020
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
281*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
2602020
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
216*2019
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
1922019
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
1882019
Countering malicious deepfakes: Survey, battleground, and horizon‏
F Juefei-Xu, R Wang, Y Huang, Q Guo, L Ma, Y Liu‏
International journal of computer vision 130 (7), 1678-1734, 2022‏
1832022
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
1652018
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
1482019
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
1462019
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
1452020
An empirical study of the impact of hyperparameter tuning and model optimization on the performance properties of deep neural networks‏
L Liao, H Li, W Shang, L Ma‏
ACM Transactions on Software Engineering and Methodology (TOSEM) 31 (3), 1-40, 2022‏
1352022
Deepsonar: Towards effective and robust detection of ai-synthesized fake voices‏
R Wang, F Juefei-Xu, Y Huang, Q Guo, X Xie, L Ma, Y Liu‏
Proceedings of the 28th ACM international conference on multimedia, 1207-1216, 2020‏
1302020
Generating Adversarial Examples for Holding Robustness of Source Code Processing Models‏
H Zhang, Z Li, G Li, L Ma, Y Liu, Z Jin‏
Proceedings of the AAAI Conference on Artificial Intelligence, 2020‏
1272020
Efficientderain: Learning pixel-wise dilation filtering for high-efficiency single-image deraining‏
Q Guo, J Sun, F Juefei-Xu, L Ma, X Xie, W Feng, Y Liu, J Zhao‏
Proceedings of the AAAI Conference on Artificial Intelligence 35 (2), 1487-1495, 2021‏
1232021
Fakelocator: Robust localization of gan-based face manipulations via semantic segmentation networks with bells and whistles‏
Y Huang, F Juefei-Xu, R Wang, X Xie, L Ma, J Li, W Miao, Y Liu, G Pu‏
Elsevier Limited, 2020‏
113*2020
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مقالات 1–20