16 citations · 17 across the 2 of their papers we have counts for
2 papers
cs.LG2022★ 1 cited
SplitNets: Designing Neural Architectures for Efficient Distributed Computing on Head-Mounted Systems
Xin Dong, Barbara De Salvo, Meng Li +4
We design deep neural networks (DNNs) and corresponding networks' splittings to distribute DNNs' workload to camera sensors and a centralized aggregator on head mounted devices to…
cs.LG2022★ 16 cited
Power-of-Two Quantization for Low Bitwidth and Hardware Compliant Neural Networks
Dominika Przewlocka-Rus, Syed Shakib Sarwar, H. Ekin Sumbul +2
Deploying Deep Neural Networks in low-power embedded devices for real time-constrained applications requires optimization of memory and computational complexity of the networks, us…