| Deeptest: Automated testing of deep-neural-network-driven autonomous cars Y Tian, K Pei, S Jana, B Ray Proceedings of the 40th international conference on software engineering …, 2018 | 1233 | 2018 |
| DeepXplore: Automated Whitebox Testing of Deep Learning Systems K Pei, Y Cao, J Yang, S Jana Proceedings of the 26th Symposium on Operating Systems Principles, 1--18, 2017 | 1215 | 2017 |
| Formal security analysis of neural networks using symbolic intervals S Wang, K Pei, J Whitehouse, J Yang, S Jana 27th {USENIX} Security Symposium ({USENIX} Security 18), 1599-1614, 2018 | 415 | 2018 |
| Efficient formal safety analysis of neural networks S Wang, K Pei, J Whitehouse, J Yang, S Jana Advances in Neural Information Processing Systems 31, 2018 | 366 | 2018 |
| Neuzz: Efficient fuzzing with neural program smoothing D She, K Pei, D Epstein, J Yang, B Ray, S Jana 2019 IEEE Symposium on Security and Privacy (SP), 803-817, 2019 | 173 | 2019 |
| Hercule: Attack story reconstruction via community discovery on correlated log graph K Pei, Z Gu, B Saltaformaggio, S Ma, F Wang, Z Zhang, L Si, X Zhang, ... Proceedings of the 32Nd Annual Conference on Computer Security Applications …, 2016 | 150 | 2016 |
| Towards practical verification of machine learning: The case of computer vision systems K Pei, L Zhu, Y Cao, J Yang, C Vondrick, S Jana ICSE 2019 Workshop on Testing for Deep Learning and Deep Learning for …, 2019 | 106 | 2019 |
| HVLearn: Automated black-box analysis of hostname verification in SSL/TLS implementations S Sivakorn, G Argyros, K Pei, AD Keromytis, S Jana 2017 IEEE Symposium on Security and Privacy (SP), 521-538, 2017 | 88 | 2017 |
| Python probabilistic type inference with natural language support Z Xu, X Zhang, L Chen, K Pei, B Xu Proceedings of the 2016 24th ACM SIGSOFT international symposium on …, 2016 | 71 | 2016 |
| Leaps: Detecting camouflaged attacks with statistical learning guided by program analysis Z Gu, K Pei, Q Wang, L Si, X Zhang, D Xu Proceedings of the 2015 45th Annual IEEE/IFIP International Conference on …, 2015 | 48 | 2015 |
| TREX: Learning Execution Semantics from Micro-Traces for Binary Similarity K Pei, Z Xuan, J Yang, S Jana, B Ray IEEE Transactions on Software Engineering, 2020 | 38 | 2020 |
| Private search on key-value stores with hierarchical indexes H Hu, J Xu, X Xu, K Pei, B Choi, S Zhou Proceedings of the 2014 IEEE 30th International Conference on Data …, 2014 | 35 | 2014 |
| XDA: Accurate, Robust Disassembly with Transfer Learning K Pei, J Guan, D Williams-King, J Yang, S Jana 2021 Network and Distributed System Security Symposium (NDSS 2021), 2020 | 32 | 2020 |
| StateFormer: Fine-Grained Type Recovery from Binaries Using Generative State Modeling K Pei, J Guan, M Broughton, Z Chen, S Yao, D Williams-King, ... Proceedings of the 29th ACM Joint European Software Engineering Conference …, 2021 | 17 | 2021 |
| SymLM: Predicting Function Names in Stripped Binaries via Context-Sensitive Execution-Aware Code Embeddings X Jin, K Pei, JY Won, Z Lin Proceedings of the 2022 ACM SIGSAC Conference on Computer and Communications …, 2022 | 7 | 2022 |
| Bringing engineering rigor to Deep Learning K Pei, S Wang, Y Tian, J Whitehouse, C Vondrick, Y Cao, B Ray, S Jana, ... ACM SIGOPS Operating Systems Review 53 (1), 59-67, 2019 | 1 | 2019 |
| TraceFixer: Execution Trace-Driven Program Repair I Bouzenia, Y Ding, K Pei, B Ray, M Pradel arXiv preprint arXiv:2304.12743, 2023 | | 2023 |
| Development of a Neural Network-Based Mathematical Operation Protocol for Embedded Hexadecimal Digits Using Neural Architecture Search (NAS) V Robila, K Pei, J Yang arXiv preprint arXiv:2211.15416, 2022 | | 2022 |
| NeuDep: neural binary memory dependence analysis K Pei, D She, M Wang, S Geng, Z Xuan, Y David, J Yang, S Jana, B Ray Proceedings of the 30th ACM Joint European Software Engineering Conference …, 2022 | | 2022 |
| Bridging statistical learning and formal reasoning for cyber attack detection K Pei Purdue University, 2016 | | 2016 |
Suman JanaAssociate Professor of Computer Science, Columbia UniversityVerified email at cs.columbia.edu
