Causality Is Key to Understand and Balance Multiple Goals in Trustworthy ML and Foundation Models

Ruta Binkyte, Ivaxi Sheth, Zhijing Jin +3

Ensuring trustworthiness in machine learning (ML) systems is crucial as they become increasingly embedded in high-stakes domains. This paper advocates for integrating causal method…