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Sussex AI Seminar XII Jie M. Zhang: Mutation for Assessing and Improving AI Systems
By: Aleks Kossowska
Last updated: Thursday, 27 June 2024
Jie M. Zhang
Dr. Jie M. Zhang is a lecturer (assistant professor) at King’s College London.
Title: Mutation for Assessing and Improving AI Systems
Abstract:
Traditional Mutation Testing in software testing applies a fixed set of mutation operators to generate mutants for the purpose of test assessment. However, the power of mutants extends significantly beyond test evaluation. In this talk, I will share my experiences in exploring the power the mutants in testing and improving AI systems, such as using mutations for improving machine translators, validating ML classifiers, as well as benchmarking and improving AI unfairness.
Watch the Sussex AI Seminar (Jie Zhang) on YouTube.