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• W2898851569 abstract "Bias in decisions made by modern software is becoming a common and serious problem. We present Themis, an automated test suite generator to measure two types of discrimination, including causal relationships between sensitive inputs and program behavior. We explain how Themis can measure discrimination and aid its debugging, describe a set of optimizations Themis uses to reduce test suite size, and demonstrate Themis' effectiveness on open-source software. Themis is open-source and all our evaluation data are available at http://fairness.cs.umass.edu/. See a video of Themis in action: https://youtu.be/brB8wkaUesY" @default.
• W2898851569 created "2018-11-09" @default.
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• W2898851569 date "2018-10-26" @default.
• W2898851569 modified "2023-10-14" @default.
• W2898851569 title "Themis: automatically testing software for discrimination" @default.
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• W2898851569 doi "https://doi.org/10.1145/3236024.3264590" @default.
• W2898851569 hasPublicationYear "2018" @default.
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