| 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, ... Proceedings of the 33rd ACM/IEEE international conference on automated …, 2018 | 758 | 2018 |
| 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 | 449 | 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 | 420 | 2018 |
| Codehow: Effective code search based on api understanding and extended boolean model (e) F Lv, H Zhang, J Lou, S Wang, D Zhang, J Zhao 2015 30th IEEE/ACM International Conference on Automated Software …, 2015 | 314 | 2015 |
| 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 | 229 | 2020 |
| DeepCT: Tomographic Combinatorial Testing for Deep Learning Systems L Ma, F Juefei-Xu, M Xue, B Li, L Li, Y Liu, J Zhao 2019 IEEE 26th International Conference on Software Analysis, Evolution and …, 2019 | 193 | 2019 |
| Quantum software engineering: Landscapes and horizons J Zhao arXiv preprint arXiv:2007.07047, 2020 | 191 | 2020 |
| Coverage-directed differential testing of JVM implementations Y Chen, T Su, C Sun, Z Su, J Zhao proceedings of the 37th ACM SIGPLAN Conference on Programming Language …, 2016 | 191 | 2016 |
| Data-flow-based unit testing of aspect-oriented programs J Zhao Proceedings 27th Annual International Computer Software and Applications …, 2003 | 190 | 2003 |
| Deepstellar: Model-based quantitative analysis of stateful deep learning systems X Du, X Xie, Y Li, L Ma, Y Liu, J Zhao Proceedings of the 2019 27th ACM Joint Meeting on European Software …, 2019 | 175 | 2019 |
| Automatic parameter recommendation for practical API usage C Zhang, J Yang, Y Zhang, J Fan, X Zhang, J Zhao, P Ou 2012 34th international conference on software engineering (ICSE), 826-836, 2012 | 158 | 2012 |
| 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 | 136 | 2019 |
| Measuring coupling in aspect-oriented systems J Zhao 10th International Software Metrics Symposium (Metrics 04), 2004 | 127 | 2004 |
| A framework and tool supports for generating test inputs of AspectJ programs T Xie, J Zhao Proceedings of the 5th international conference on Aspect-oriented software …, 2006 | 122 | 2006 |
| 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 | 121 | 2019 |
| Slicing aspect-oriented software J Zhao Proceedings 10th International Workshop on Program Comprehension, 251-260, 2002 | 115 | 2002 |
| Measuring aspect cohesion J Zhao, B Xu International Conference on Fundamental Approaches to Software Engineering …, 2004 | 107 | 2004 |
| 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 (AAAI 2021) 35 …, 2021 | 104 | 2021 |
| Efindbugs: Effective error ranking for findbugs H Shen, J Fang, J Zhao 2011 Fourth IEEE International conference on software testing, verification …, 2011 | 102 | 2011 |
| Slicing concurrent Java programs J Zhao Proceedings Seventh International Workshop on Program Comprehension, 126-133, 1999 | 100 | 1999 |
Lei MaAssociate Professor, The University of Tokyo, Japan & University of Alberta, CanadaVerified email at acm.org
