About me

Hello! I am Danushka Liyanage, Postdoctoral Research Fellow at the University of Sydney, specialising in automated software testing and database benchmarking. My research focuses on quantitative decision-making for automated software testing techniques and the development of rigorous benchmarking methodologies for modern data management systems. During my doctoral studies, I introduced statistical tools for evaluating and predicting the performance of automated software testing techniques.

Beyond academia, I bring over four years of industry experience as a Data Scientist, where I led and contributed to projects in predictive modelling, optimisation, and time series forecasting across the telecommunications, retail, and apparel sectors. I am adept at translating complex data into actionable business insights and have expertise in building predictive and classification models using both conventional and machine learning approaches. My professional experience includes leading teams, mentoring analysts, and delivering enterprise-grade solutions that combine statistical rigor with practical impact.

I earned my Bachelor of Science degree from the University of Colombo, Sri Lanka, specialising in Industrial Statistics with first-class honours. In 2016, I was awarded the gold medal for the best student in Industrial Statistics.

News

  1. September 2025 — 👥 Invited to serve as a program committee member for FSE 2026

  2. August 2025 — 📝 Invited as an external reviewer to POPL 2025

Publications Google Scholar

  1. A Benchmark for Databases with Varying Value Lengths

    TPCTC - 2025

  2. Assessing Reliability of Statistical Maximum Coverage Estimators in Fuzzing

    ICSME - 2025

  3. Extrapolating Coverage Rate in Greybox Fuzzing

    ICSE - 2024

  4. Reachable Coverage: Estimating Saturation in Fuzzing

    ICSE - 2023

  5. Estimating Residual Risk in Greybox Fuzzing

    ESEC/FSE - 2021

  6. Security Guarantees for Automated Software Testing

    ESEC/FSE - 2021

Contact

Work Address

Room 347
School of Computer Science, The University of Sydney,
Building J12/1 Cleveland St, Camperdown NSW 2006



Email me at:

danushka.liyanage@sydney.edu.au



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