2 papers
cs.AR2022
Multiply-and-Fire (MNF): An Event-driven Sparse Neural Network Accelerator
Miao Yu, Tingting Xiang, Venkata Pavan Kumar Miriyala +1
Machine learning, particularly deep neural network inference, has become a vital workload for many computing systems, from data centers and HPC systems to edge-based computing. As…
cs.CV2020
Why Layer-Wise Learning is Hard to Scale-up and a Possible Solution via Accelerated Downsampling
Wenchi Ma, Miao Yu, Kaidong Li +1
Layer-wise learning, as an alternative to global back-propagation, is easy to interpret, analyze, and it is memory efficient. Recent studies demonstrate that layer-wise learning ca…