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Author

Prateek Ganguli

University of North Carolina at Chapel Hill

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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
Conference Aug 2026

Timing Analysis of Ethernet 10BASE-T1S

BASE-T1S is a low-cost multidrop Ethernet technology whose shared-medium access is governed by Physical Layer Collision Avoidance (PLCA). While attractive for automotive zonal edge networks, PLCA introduces non-trivial bus-access latency whose worst case depends on the interaction of roundrobin arbitration, empty and o...

Sheng-Jie Xu, Prateek Ganguli, K. Shazzad et al. · 0 citations

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