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CAREER: Robust Machine Learning in the Realistic Open World — NSF Award to North Carolina State University (NC, $331,063)

Machine learning (ML) techniques play a pivotal role in modern artificial intelligence (AI) systems, but they remain notably vulnerable to disruptions caused by security attacks. These vulnerabilities can severely compromise AI system performance or be exploited maliciously, posing significant economic, ethical, and so

Award titleCAREER: Robust Machine Learning in the Realistic Open World
Award ID2443182
AwardeeNorth Carolina State University
CityRALEIGH
StateNC
Amount obligated$331,063
Principal investigatorXiaorui Liu
ProgramInfo Integration & Informatics
Start date07/15/2025
AbstractMachine learning (ML) techniques play a pivotal role in modern artificial intelligence (AI) systems, but they remain notably vulnerable to disruptions caused by security attacks. These vulnerabilities can severely compromise AI system performance or be exploited maliciously, posing significant economic, ethical, and societal risks. For example, placing a small sticker on a stop sign could cause a self-driving car's perception system to misinterpret it as a speed limit sign, leading to potentiall
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