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Dive into the research topics where Xiaoxue MA is active. These topic labels come from the works of this person. Together they form a unique fingerprint.
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Collaborations and top research areas from the last five years
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A Unified Benchmark for Out-of-Distribution Detection for Autonomous Driving Systems
Li, X., ZHANG, J., Keung, J., MA, X. & Liao, Y., 2026, (Accepted/In press) The 7th ACM/IEEE International Conference on Automation of Software Test (AST 2026).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review
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Trusting AI to detect AI? A systematic evaluation of the reliability and robustness of current AIGC detection tools for student academic work
Sun, Y., Liao, Y. & MA, X., 14 Mar 2026, In: Computers and Education.Research output: Contribution to journal › Article › peer-review
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Exposing and Defending Membership Leakage in Vulnerability Prediction Models
Liao, Y., Keung, J., MA, X., ZHANG, J. & Sun, Y., 5 Dec 2025, Proceedings - 2025 IEEE 32nd Asia-Pacific Software Engineering Conference.Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review
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On the Influence of Data Resampling for Deep Learning-Based Log Anomaly Detection: Insights and Recommendations
Ma, X., Zou, H., He, P., Keung, J., Li, Y., Yu, X. & Sarro, F., 2025, In: IEEE Transactions on Software Engineering. 51, 1, p. 243-261 19 p.Research output: Contribution to journal › Article › peer-review
5 Citations (Scopus) -
On the value of imbalance loss functions in enhancing deep learning-based vulnerability detection
Ma, X., He, Y., Keung, J., Tan, C., Ma, C., Hu, W. & Li, F., 1 Oct 2025, In: Expert Systems with Applications. 291, 128504.Research output: Contribution to journal › Article › peer-review
3 Citations (Scopus)
Projects
- 2 Active
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Adaptive Log Analysis Framework for Proactive and Secure Software Reliability
MA, X. (PI) & KEUNG Jacky (CoI)
1/01/26 → 31/12/27
Project: Research
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Enhancing Log-Based Analytics with Semantic-Aware Data Augmentation
MA, X. (PI), Jacky KEUNG Wai (CoI) & Shu LI Yishu (CoI)
1/08/25 → 31/12/26
Project: Research