| 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 | 536 | 2018 |
| 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 | 311 | 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 | 298 | 2019 |
| 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 | 248 | 2015 |
| Data-flow-based unit testing of aspect-oriented programs J Zhao Proceedings 27th Annual International Computer Software and Applications …, 2003 | 185 | 2003 |
| 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 | 149 | 2012 |
| 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 | 134 | 2019 |
| 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 | 133 | 2016 |
| Measuring coupling in aspect-oriented systems J Zhao 10th International Software Metrics Symposium (Metrics 04), 2004 | 128 | 2004 |
| 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 | 125 | 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 | 123 | 2020 |
| 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 | 117 | 2006 |
| 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 FASE 2984, 54-68, 2004 | 109 | 2004 |
| 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 | 98 | 2019 |
| Slicing concurrent Java programs J Zhao Proceedings Seventh International Workshop on Program Comprehension, 126-133, 1999 | 98 | 1999 |
| Quantum software engineering: Landscapes and horizons J Zhao arXiv preprint arXiv:2007.07047, 2020 | 96 | 2020 |
| Change impact analysis to support architectural evolution J Zhao, H Yang, L Xiang, B Xu Journal of software maintenance and evolution: research and practice 14 (5 …, 2002 | 96 | 2002 |
| Static slicing of concurrent object-oriented programs J Zhao, J Cheng, K Ushijima Proceedings of 20th International Computer Software and Applications …, 1996 | 94 | 1996 |
| A novel approach to measuring class cohesion based on dependence analysis Z Chen, Y Zhou, B Xu, J Zhao, H Yang International Conference on Software Maintenance, 2002. Proceedings., 377-384, 2002 | 90 | 2002 |
Lei MaAssociate Professor, The University of Tokyo, Japan & University of Alberta, CanadaVerified email at acm.org
