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CAREER: Trustworthy Learning-Enabled Autonomy: Safe, Robust, and Scalable Data-Driven Deci — NSF Award to Massachusetts Institute

This NSF CAREER project aims to develop foundations that allow autonomous systems to learn from data while reliably respecting safety constraints. AI-enabled vehicles, robots, and infrastructure controllers are moving into public spaces and critical services, where rare mistakes can cause injuries or cascading disrupti

Award titleCAREER: Trustworthy Learning-Enabled Autonomy: Safe, Robust, and Scalable Data-Driven Deci
Award ID2544396
AwardeeMassachusetts Institute of Technology
CityCAMBRIDGE
StateMA
Amount obligated$659,678
Principal investigatorNavid Azizan Ruhi
ProgramEPCL: Energy, Power, Control,
Start date04/01/2026
AbstractThis NSF CAREER project aims to develop foundations that allow autonomous systems to learn from data while reliably respecting safety constraints. AI-enabled vehicles, robots, and infrastructure controllers are moving into public spaces and critical services, where rare mistakes can cause injuries or cascading disruptions. Many modern learning components provide limited guarantees: they may violate constraints, fail when conditions differ from training data, or scale poorly when many decision ma
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