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CAREER: Error-Resilient Algorithmic Design for Emerging Hardware Technologies — NSF Award to Stanford University (CA, $414,320)

Running artificial intelligence workloads requires vast amounts of memory and energy, motivating a new generation of memory and transistor technologies that pack more storage closer to compute and operate at lower power. These emerging devices are promising candidates for accelerating AI, but they experience data corru

Award titleCAREER: Error-Resilient Algorithmic Design for Emerging Hardware Technologies
Award ID2540782
AwardeeStanford University
CitySTANFORD
StateCA
Amount obligated$414,320
Principal investigatorSara Achour
ProgramSoftware & Hardware Foundation
Start date06/01/2026
AbstractRunning artificial intelligence workloads requires vast amounts of memory and energy, motivating a new generation of memory and transistor technologies that pack more storage closer to compute and operate at lower power. These emerging devices are promising candidates for accelerating AI, but they experience data corruption at rates far higher than conventional hardware, making them unreliable without costly error-correction techniques that erase their efficiency advantage. This project develops
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