The Department of Defense, through the Defense Advanced Research Projects Agency (DARPA), is seeking proposals for the Small Business Innovation Research (SBIR) program focused on "Addressing Underrepresentation Through Data Augmentation." The objective is to develop innovative data augmentation techniques that mitigate biases in artificial intelligence (AI) models, particularly those stemming from socio-ethno-political disparities. This initiative is crucial for enhancing the robustness and fairness of AI applications, which are increasingly vital across various government and civilian sectors. Proposals for Phase I are due by February 26, 2025, with a focus on demonstrating proof-of-concept technologies, while Phase II will involve the development and demonstration of a prototype system. Interested parties can find more information and submit proposals through the official solicitation link: DoD SBIR/STTR.