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cs.SE2024
Large Language Models as Robust Data Generators in Software Analytics: Are We There Yet?
Md. Abdul Awal, Mrigank Rochan, Chanchal K. Roy
Large Language Model (LLM)-generated data is increasingly used in software analytics, but it is unclear how this data compares to human-written data, particularly when models are e…
cs.SE2024★ 1 cited
Investigating Adversarial Attacks in Software Analytics via Machine Learning Explainability
MD Abdul Awal, Mrigank Rochan, Chanchal K. Roy
With the recent advancements in machine learning (ML), numerous ML-based approaches have been extensively applied in software analytics tasks to streamline software development and…
cs.SE2024
EvaluateXAI: A Framework to Evaluate the Reliability and Consistency of Rule-based XAI Techniques for Software Analytics Tasks
Md Abdul Awal, Chanchal K. Roy
The advancement of machine learning (ML) models has led to the development of ML-based approaches to improve numerous software engineering tasks in software maintenance and evoluti…