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05/08/2023
Distribution-aware Fairness Test Generation
This work addresses how to validate group fairness in image recognition ...
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08/17/2022
Input Repair via Synthesis and Lightweight Error Feedback
Often times, input data may ostensibly conform to a given input format, ...
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05/18/2022
Software Fairness: An Analysis and Survey
In the last decade, researchers have studied fairness as a software prop...
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12/29/2021
Mutation Testing in Evolving Systems: Studying the relevance of mutants to code evolution
When software evolves, opportunities for introducing faults appear. Ther...
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12/02/2021
GraphCode2Vec: Generic Code Embedding via Lexical and Program Dependence Analyses
Code embedding is a keystone in the application of machine learning on s...
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01/08/2021
Locating Faults with Program Slicing: An Empirical Analysis
Statistical fault localization is an easily deployed technique for quick...
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10/06/2020
Astraea: Grammar-based Fairness Testing
Software often produces biased outputs. In particular, machine learning ...
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12/18/2018