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Ting-An Zhu

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Conference Sep 2026

Cloud-on-Demand: Automating Safety-Aware Cloud DNN Invocation for Edge-Cloud Hybrid CPS

Hybrid edge-cloud perception DNNs combine fast on-board inference with more accurate but delayed cloud assistance for learning-enabled CPS. The key challenge is deciding when cloud inference should be invoked: always-on cloud usage improves information quality but increases latency, bandwidth, and monetary cost, while...

Cem Baykal, Prateek Ganguli, Ting-An Zhu et al. · 0 citations

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