Biblio

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2023
Ding H, Zhai J, Nan Y, Ma S.  2023.  AIRTAG: Towards Automated Attack Investigation by Unsupervised Learning with Log Texts. 32nd USENIX Security Symposium (USENIX Security 23). :373--390.
Ding H, Zhai J, Deng D, Ma S.  2023.  The Case for Learned Provenance Graph Storage Systems. 32nd USENIX Security Symposium (USENIX Security 23). :3277--3294.
Wu X, Ma S, Shen C, Lin C, Wang Q, Li Q, Rao Y.  2023.  KENKU: Towards Efficient and Stealthy Black-box Adversarial Attacks against ASR Systems. 32nd USENIX Security Symposium (USENIX Security 23). :247--264.
2021
Alsaheel A, Nan Y, Ma S, Yu L, Walkup G, Z. Celik B, Zhang X, Xu D.  2021.  ATLAS: A Sequence-based Learning Approach for Attack Investigation. 30th USENIX Security Symposium (USENIX Security 21). :3005--3022.
Ding H, Yan S, Zhai J, Ma S.  2021.  ELISE: A Storage Efficient Logging System Powered by Redundancy Reduction and Representation Learning. 30th USENIX Security Symposium (USENIX Security 21). :3023--3040.
2018
Ma S, Zhai J, Kwon Y, Lee KHyung, Zhang X, Ciocarlie G, Gehani A, Yegneswaran V, Xu D, Jha S.  2018.  Kernel-Supported Cost-Effective Audit Logging for Causality Tracking. 2018 USENIX Annual Technical Conference (USENIX ATC 18). :241--254.
2017
Ma S, Zhai J, Wang F, Lee KHyung, Zhang X, Xu D.  2017.  MPI: Multiple Perspective Attack Investigation with Semantic Aware Execution Partitioning. 26th USENIX Security Symposium (USENIX Security 17). :1111--1128.