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We are a team of researchers focused on developing AI applications and assurance algorithms. We deploy AI across different domains and provide data-driven solutions to persisting public policy problems, such as: analyzing international trade policies, optimizing smart-farming and precision agriculture, protecting national cyber-physical systems, defining consumers' behavioral shifts, evaluating technological trends, and understanding effects of outlier events on society. However, throughout those AI deployments, serious show-stopper problems are persistent, such as: AI explainability, safety, fairness, and trustworthiness; as well as data bias and incompleteness, data democracy, and dark data. To address such critical challenges, model-agnostic and model-specific AI assurance methods are required; our research at A3 is at the intersection of these issues. 

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