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cs.DC2024★ 1 cited
HiDP: Hierarchical DNN Partitioning for Distributed Inference on Heterogeneous Edge Platforms
Zain Taufique, Aman Vyas, Antonio Miele +2
Edge inference techniques partition and distribute Deep Neural Network (DNN) inference tasks among multiple edge nodes for low latency inference, without considering the core-level…
cs.DC2023★ 4 cited
Adaptive Workload Distribution for Accuracy-aware DNN Inference on Collaborative Edge Platforms
Zain Taufique, Antonio Miele, Pasi Liljeberg +1
DNN inference can be accelerated by distributing the workload among a cluster of collaborative edge nodes. Heterogeneity among edge devices and accuracy-performance trade-offs of D…