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cs.DC2025
FlexPie: Accelerate Distributed Inference on Edge Devices with Flexible Combinatorial Optimization[Technical Report]
Runhua Zhang, Hongxu Jiang, Jinkun Geng +3
The rapid advancement of deep learning has catalyzed the development of novel IoT applications, which often deploy pre-trained deep neural network (DNN) models across multiple edge…
cs.DC2023
Xenos: Dataflow-Centric Optimization to Accelerate Model Inference on Edge Devices
Zhang Runhua, Jiang Hongxu, Tian Fangzheng +7
Edge computing has been emerging as a popular scenario for model inference. However, the inference performance on edge devices (e.g., Multi-Core DSP, FGPA, etc.) suffers from ineff…