Confuciux: Autonomous hardware resource assignment for dnn accelerators using reinforcement learning

SC Kao, G Jeong, T Krishna - 2020 53rd Annual IEEE/ACM …, 2020 - ieeexplore.ieee.org
DNN accelerators provide efficiency by leveraging reuse of activations/weights/outputs
during the DNN computations to reduce data movement from DRAM to the chip. The reuse is …

Dna: Differentiable network-accelerator co-search

Y Zhang, Y Fu, W Jiang, C Li, H You, M Li… - arXiv preprint arXiv …, 2020 - arxiv.org
Powerful yet complex deep neural networks (DNNs) have fueled a booming demand for
efficient DNN solutions to bring DNN-powered intelligence into numerous applications …

Triple-Search: Differentiable Joint-Search of Networks, Precision, and Accelerators

Y Fu, Y Zhang, H You, Y Lin - openreview.net
The record-breaking performance and prohibitive complexity of deep neural networks
(DNNs) have ignited a substantial need for customized DNN accelerators which have the …