3 papers
cs.LG2019
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.DC2019
Collaborative Heterogeneous Computing on MPSoCs
Siqi Wang
This thesis (extended abstract) presents the software development efforts toward efficient exploitation of heterogeneity through intricate mapping of computational kernels, collabo…
cs.LG2019
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…