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cs.LG2019★ 3 cited
Table-Based Neural Units: Fully Quantizing Networks for Multiply-Free Inference
Michele Covell, David Marwood, Shumeet Baluja +1
In this work, we propose to quantize all parts of standard classification networks and replace the activation-weight--multiply step with a simple table-based lookup. This approach…
cs.LG2018★ 4 cited
No Multiplication? No Floating Point? No Problem! Training Networks for Efficient Inference
Shumeet Baluja, David Marwood, Michele Covell +1
For successful deployment of deep neural networks on highly--resource-constrained devices (hearing aids, earbuds, wearables), we must simplify the types of operations and the memor…