136 citations · 202 across the 13 of their papers we have counts for
Showing 2019Show all
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cs.LG2019★ 66 cited
Neural Network Inference on Mobile SoCs
Siqi Wang, Anuj Pathania, Tulika Mitra
The ever-increasing demand from mobile Machine Learning (ML) applications calls for evermore powerful on-chip computing resources. Mobile devices are empowered with heterogeneous m…
cs.LG2019★ 136 cited
High-Throughput CNN Inference on Embedded ARM big.LITTLE Multi-Core Processors
Siqi Wang, Gayathri Ananthanarayanan, Yifan Zeng +3
IoT Edge intelligence requires Convolutional Neural Network (CNN) inference to take place in the edge devices itself. ARM big.LITTLE architecture is at the heart of prevalent comme…