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• W4290927835 abstract "Black-box heterogeneous treatment effect (HTE) models are increasingly being used to create personalized policies that assign individuals to their optimal treatments. However, they are difficult to understand, and can be burdensome to maintain in a production environment. In this paper, we present a scalable, interpretable personalized experimentation system, implemented and deployed in production at Meta. The system works in a multiple treatment, multiple outcome setting typical at Meta to: (1) learn explanations for black-box HTE models; (2) generate interpretable personalized policies. We evaluate the methods used in the system on publicly available data and Meta use cases, and discuss lessons learnt during the development of the system." @default.
• W4290927835 created "2022-08-13" @default.
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• W4290927835 date "2022-08-14" @default.
• W4290927835 modified "2023-10-14" @default.
• W4290927835 title "Interpretable Personalized Experimentation" @default.
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• W4290927835 doi "https://doi.org/10.1145/3534678.3539175" @default.
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