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Emily J Getzen

1 accepted papers

2024

DISCRET: Synthesizing Faithful Explanations For Treatment Effect Estimation

ICML 2024spotlight

Designing faithful yet accurate AI models is challenging, particularly in the field of individual treatment effect estimation (ITE). ITE prediction models deployed in critical settings such as healthcare should ideally be (i) accurate, and (ii) provide faithful explanations. However, current solutio…