Robust Processing Techniques for Complex RF Applications Using Generative AI/ML Techniques in the Presence of Training-Testing Distribution Mismatch

The Department of Defense, specifically the United States Air Force, is seeking proposals for the Small Business Innovation Research (SBIR) program focused on developing robust processing techniques for complex RF applications using generative AI and machine learning. The primary objective is to create efficient methods that can detect and classify anomalies and distributional shifts in data, particularly in scenarios where there is a mismatch between training and live operational data. This initiative is crucial for enhancing the performance of AI/ML algorithms in data-starved environments, ensuring that they can effectively adapt to real-world complexities. The solicitation is set to open on May 28, 2025, with proposals due by June 25, 2025. Interested parties can find more information and submit proposals through the official SBIR website at https://www.dodsbirsttr.mil/topics-app/.