Deep Probabilistic Reasoning and Statistical Analysis Using Deep-Learning – Phase 2 - RMGS

Project: Research

Research Output

  1. 2024
  2. Online published

    Effectiveness of Symmetric Metamorphic Relations on Validating the Stability of code generation LLM

    Chan, P. Y. P., Keung, J. & Yang, Z., 25 Dec 2024, (Online published) In: The Journal of Systems and Software. 112330.

    Research output: Journal Publications and ReviewsRGC 21 - Publication in refereed journalpeer-review

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  3. Published

    Fight Fire with Fire: How Much Can We Trust ChatGPT on Source Code-Related Tasks?

    Yu, X., Liu, L., Hu, X., Keung, J. W., Liu, J. & Xia, X., Dec 2024, In: IEEE Transactions on Software Engineering. 50, 12, p. 3435-3453

    Research output: Journal Publications and ReviewsRGC 21 - Publication in refereed journalpeer-review

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  4. Published

    Validating pretrained language models for content quality classification with semantic-preserving metamorphic relations

    Chan, P. Y. P. & Keung, J., Dec 2024, In: Natural Language Processing Journal. 9, 8 p., 100114.

    Research output: Journal Publications and ReviewsRGC 21 - Publication in refereed journalpeer-review

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  5. Published

    SimAC: Simulating Agile Collaboration to Generate Acceptance Criteria in User Story Elaboration

    Li, Y., Keung, J., Yang, Z., Ma, X., Zhang, J. & Liu, S., Nov 2024, In: Automated Software Engineering. 31, 2, 55.

    Research output: Journal Publications and ReviewsRGC 21 - Publication in refereed journalpeer-review

    Scopus citations: 1
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  6. Published

    Data Preparation for Deep Learning based Code Smell Detection: A Systematic Literature Review

    Zhang, F., Zhang, Z., Keung, J. W., Tang, X., Yang, Z., Yu, X. & Hu, W., Oct 2024, In: Journal of Systems and Software. 216, 112131.

    Research output: Journal Publications and ReviewsRGC 21 - Publication in refereed journalpeer-review

    Scopus citations: 1
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  7. Published

    TerGEC: A Graph Enhanced Contrastive Approach for Program Termination Analysis

    Liu, S., Keung, J. W., Yang, Z., Liao, Y. & Li, Y., Oct 2024, In: Science of Computer Programming. 237, 103141.

    Research output: Journal Publications and ReviewsRGC 21 - Publication in refereed journalpeer-review

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  8. Published

    Unveiling Hidden Anomalies: Leveraging SMAC-LSTM for Enhanced Software Log Analysis

    Sun, Y., Keung, J., Zhang, J., Yu, H. K., Luo, W. & Liu, S., Jul 2024, Proceedings - 2024 IEEE 48th Annual Computers, Software, and Applications Conference, COMPSAC 2024. Shahriar, H., Ohsaki, H., Sharmin, M., Towey, D., Majumder, A. J. A., Hori, Y., Yang, J.-J., Takemoto, M., Sakib, N., Banno, R. & Ahamed, S. I. (eds.). Los Alamitos, Calif.: Institute of Electrical and Electronics Engineers, Inc., p. 1178-1183 6 p. (Proceedings - IEEE Annual Computers, Software, and Applications Conference, COMPSAC ).

    Research output: Chapters, Conference Papers, Creative and Literary WorksRGC 32 - Refereed conference paper (with host publication)peer-review

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  9. Published

    Enhancing Deep Learning Vulnerability Detection through Imbalance Loss Functions: An Empirical Study

    He, Y., Lin, G., Ma, X., Keung, J. W., Tan, C., Hu, W. & Li, F., 2024, 15th Asia-Pacific Symposium on Internetware (Internetware 2024) - Proceedings. Mei, H., Lv, J., Helal, A., Ma, X., Cheung, S.-C., Zhang, J. & Zhang, T. (eds.). Association for Computing Machinery, p. 85-94 (ACM International Conference Proceeding Series).

    Research output: Chapters, Conference Papers, Creative and Literary WorksRGC 32 - Refereed conference paper (with host publication)peer-review

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  10. Published

    Practitioners' Expectations on Code Smell Detection

    Zhang, Z., Yin, S., Wei, W., Ma, X., Keung, J. W., Li, F. & Hu, W., 2024, Proceedings - 2024 IEEE 48th Annual Computers, Software, and Applications Conference (COMPSAC 2024). Institute of Electrical and Electronics Engineers, Inc., p. 1324-1333 (Proceedings - IEEE Annual Computers, Software, and Applications Conference, COMPSAC).

    Research output: Chapters, Conference Papers, Creative and Literary WorksRGC 32 - Refereed conference paper (with host publication)peer-review

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  11. 2023
  12. Published

    ATTSUM: A Deep Attention-Based Summarization Model for Bug Report Title Generation

    Ma, X., Keung, J. W., Yu, X., Zou, H., Zhang, J. & Li, Y., Dec 2023, In: IEEE Transactions on Reliability. 72, 4, p. 1663-1677

    Research output: Journal Publications and ReviewsRGC 21 - Publication in refereed journalpeer-review

    Scopus citations: 12
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  13. Published

    Towards Requirements Engineering Activities for Machine Learning-enabled FinTech Applications

    LI, Y., Keung, J., Bennin, K. E., Ma, X., Huang, Y. & Zhang, J., Dec 2023, Proceedings - 2023 30th Asia-Pacific Software Engineering Conference: APSEC 2023. Institute of Electrical and Electronics Engineers, Inc., p. 121-130

    Research output: Chapters, Conference Papers, Creative and Literary WorksRGC 32 - Refereed conference paper (with host publication)peer-review

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  14. Published

    Finding the best learning to rank algorithms for effort-aware defect prediction

    Yu, X., Dai, H., Li, L., Gu, X., Keung, J. W., Bennin, K. E. & Li, F. & 1 others, Liu, J., May 2023, In: Information and Software Technology. 157, 107165.

    Research output: Journal Publications and ReviewsRGC 21 - Publication in refereed journalpeer-review

    Scopus citations: 17
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