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CAREER: Parameterized Robustness for Reliable Online Decision-Making — NSF Award to New Jersey Institute of Technology (NJ, $350,3

Modern digital platforms increasingly rely on automated decision systems to allocate resources and opportunities in real time. Examples include matching riders with drivers in ride-hailing services, assigning tasks to workers in online labor markets, allocating advertisements on search platforms, and selecting offers i

Award titleCAREER: Parameterized Robustness for Reliable Online Decision-Making
Award ID2538522
AwardeeNew Jersey Institute of Technology
CityNEWARK
StateNJ
Amount obligated$350,355
Principal investigatorPan Xu
ProgramRobust Intelligence
Start date09/01/2026
AbstractModern digital platforms increasingly rely on automated decision systems to allocate resources and opportunities in real time. Examples include matching riders with drivers in ride-hailing services, assigning tasks to workers in online labor markets, allocating advertisements on search platforms, and selecting offers in digital marketplaces. These systems must make immediate decisions under uncertainty, often without knowing future demand, arrivals, or market conditions. While decades of researc
SourceNSF Awards

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