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CAREER: Toward Scalable and Resilient Collaborative Inference for Edge Intelligence throug — NSF Award to Florida State University

Collaborative inference at the network edge enables low-latency and privacy-sensitive artificial intelligence (AI) services without relying on remote cloud infrastructure. Distributing increasingly complex neural network models across nearby edge devices enables the pooling of their compute and memory resources to perf

Award titleCAREER: Toward Scalable and Resilient Collaborative Inference for Edge Intelligence throug
Award ID2544108
AwardeeFlorida State University
CityTALLAHASSEE
StateFL
Amount obligated$374,823
Principal investigatorXiaonan Zhang
ProgramNetworking Technology and Syst
Start date07/01/2026
AbstractCollaborative inference at the network edge enables low-latency and privacy-sensitive artificial intelligence (AI) services without relying on remote cloud infrastructure. Distributing increasingly complex neural network models across nearby edge devices enables the pooling of their compute and memory resources to perform inference beyond the capability of any single device. Existing collaborative inference approaches rely on centralized or static control under assumptions of stable network conn
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