Publications

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Conference Papers (Peer-reviewed)

  1. TOGLL: Correct and Strong Test Oracle Generation with LLMs
    Soneya Binta Hossain, Matthew Dwyer
    The 47th International Conference on Software Engineering (ICSE 2025)
  2. A Deep Dive into Large Language Models for Automated Bug Localization and Repair
    Soneya Binta Hossain, Nan Jiang, Qiang Zhou, Xiaopeng Li, Wen-Hao Chiang, Yingjun Lyu, Hoan Nguyen, Omer Tripp
    ACM International Conference on the Foundations of Software Engineering (FSE 2024)
  3. Ensuring Critical Properties of Test Oracles for Effective Bug Detection
    Soneya Binta Hossain
    The 46th International Conference on Software Engineering (ICSE, Doctoral Symposium 2024)
  4. Training LLMs to Better Self-Debug and Explain Code
    Nan Jiang, Xiaopeng Li, Shiqi Wang, Qiang Zhou, Soneya Binta Hossain, Baishakhi Ray, Varun Kumar, Xiaofei Ma
    The 38th Conference on Neural Information Processing Systems (NeurIPS)
    [Acceptance Rate: 25%]
  5. Measuring and Mitigating Gaps in Structural Testing
    Soneya Binta Hossain, Matthew Dwyer, Sebastian Elbaum, Anh Nguyen-Tuong
    The 45th International Conference on Software Engineering (ICSE 2023)
    [Acceptance Rate: 26%]
  6. Neural-Based Test Oracle Generation: A Large-scale Evaluation and Lessons Learned
    Soneya Binta Hossain, Antonio Filieri, Matthew Dwyer, Sebastian Elbaum, Willem Visser
    The 31st ACM Joint European Software Engineering Conference and Symposium on the Foundations of Software Engineering (ESEC/FSE 2023)
    [Acceptance Rate: 21%]

Conference Papers (In Submission)

  1. Doc2Oracle: Investigating the Effect of Javadoc Comments on Test Oracle Generation
    Soneya Binta Hossain, Raygan Taylor, Matthew Dwyer

  2. Predictive Mutation Testing via Graph Neural Networks
    Will Leeson, Soneya Binta Hossain, Matthew Dwyer


Preprint

  1. Oracle-based Test Adequacy Metrics: A Survey
    Soneya Binta Hossain, Matthew Dwyer