1 citations · 1 across the 3 of their papers we have counts for
3 papers
cs.CL2025
Metamorphic Testing for Fairness Evaluation in Large Language Models: Identifying Intersectional Bias in LLaMA and GPT
Harishwar Reddy, Madhusudan Srinivasan, Upulee Kanewala
Large Language Models (LLMs) have made significant strides in Natural Language Processing but remain vulnerable to fairness-related issues, often reflecting biases inherent in thei…
cs.SE2024
Optimizing Metamorphic Testing: Prioritizing Relations Through Execution Profile Dissimilarity
Madhusudan Srinivasan, Upulee Kanewala
An oracle determines whether the output of a program for executed test cases is correct. For machine learning programs, such an oracle is often unavailable or impractical to apply.…
cs.SE2022★ 1 cited
Prioritization of Metamorphic Relations to reduce the cost of testing
Madhusudan Srinivasan, Upulee Kanewala
An oracle is a mechanism to decide whether the outputs of the program for the executed test cases are correct. For machine learning programs, such oracle is not available or too di…