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CAREER: Robust Learning via Optimal Transport — NSF Award to Cornell University (NY, $670,000)

This NSF CAREER project aims to develop the mathematical tools required to build robust Artificial Intelligence (AI) systems that remain reliable in unpredictable, real-world conditions. While current AI models are highly effective in controlled settings, they can be fragile when faced with unexpected data shifts or ad

Award titleCAREER: Robust Learning via Optimal Transport
Award ID2541066
AwardeeCornell University
CityITHACA
StateNY
Amount obligated$670,000
Principal investigatorSoroosh Shafiee
ProgramEPCL: Energy, Power, Control,
Start date04/01/2026
AbstractThis NSF CAREER project aims to develop the mathematical tools required to build robust Artificial Intelligence (AI) systems that remain reliable in unpredictable, real-world conditions. While current AI models are highly effective in controlled settings, they can be fragile when faced with unexpected data shifts or adversarial attacks where data is geometrically manipulated to cause errors. The project will advance the state-of-the-arts by shifting from defensive methods that only patch specifi
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