Selected Journal
Srinivasan, M.; Kanewala, U. Improving Early Fault Detection in Machine Learning Systems Using Data Diversity-Driven Metamorphic Relation Prioritization. Electronics 2024, 13, 3380
M. Srinivasan* and U. Kanewala, Metamorphic Relation Prioritization for Effective Regression Testing, Journal of Software Testing Verification and Reliability (JSTVR), 2022 -. Link
H. Reddy, M. Srinivasan, and U. Kanewala. "Metamorphic Testing for Fairness Evaluation in Large Language Models: Identifying Intersectional Bias in LLaMA and GPT." In 2025 IEEE/ACIS 23rd International Conference on Software Engineering Research, Management and Applications (SERA).
M. Srinivasan and J. Abdel. "GenFair: Systematic Test Generation for Fairness Fault Detection in Large Language Models." In Proceedings of the IEEE International Conference on Artificial Intelligence Testing (AITest), 2025.
S. Giramata, M.Srinivasan, V. Gudivada, and U. Kanewala. "Efficient Fairness Testing in Large Language Models: Prioritizing Metamorphic Relations for Bias Detection." In Proceedings of the IEEE International Conference on Artificial Intelligence Testing (AITest), 2025.
I. Villanueva, M. Srinivasan, and F. Rehman. "Metamorphic Testing for Smart Contract Validation: A Case Study of Ethereum-Based Crowdfunding Contracts." In Proceedings of the IEEE International Conference on Software Analysis, Evolution and Reengineering (SANER), 2025.
M. Srinivasan*, U. Kanewala, F. Rehman, Metamorphic Relation Prioritization through Execution Profile Dissimilarity Analysis, IEEE International Conference on Software Analysis, Evolution and Reengineering (SANER), Finland, 2024.
F. Rehman, M. Srinivasan*, Metamorphic Testing For Machine Learning: Applicability, Challenges, and Research Opportunities, IEEE International Conference On Artificial Intelligence Testing , 2023.
M. Pourezza-Shahri, M. Srinivasan*, G. Reynolds, D. Bimczok, I. Kahanda and U. Kanewala, Metamorphic Testing for Quality Assurance of Protein Function Prediction Tools, The First IEEE International Conference On Artificial Intelligence Testing , San Francisco East Bay, California, USA, 2019. Link
M. Srinivasan*, Prioritization of Metamorphic Relations Based on Test Case Execution Properties, IEEE International Symposium on Software Reliability Engineering Workshops (ISSREW), 2018. Link
M. Srinivasan*, M. Pourezza-Shahri, I. Kahanda and U. Kanewala, Quality Assurance of Bioinformatics Software: A Case Study of Testing a Biomedical Text Processing Tool Using Metamorphic Testing, Third International Workshop on Metamorphic Testing , Gothenburg, Sweden, 2018. Link
M. Srinivasan*, J. Yang, Y. Lee, Case studies of optimized sequence diagram for program comprehension, IEEE 24th International Conference on Program Comprehension (ICPC), 2016. Link
M. Srinivasan*, J. Yang, Y. Lee, Enhancing Object-Oriented Programming Comprehension using Optimized Sequence Diagram, IEEE 29th International Conference on Software Engineering Education and Training (CSEET), 2016.