35 citations · 112 across the 24 of their papers we have counts for
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cs.CV2022
Hyperspherical Quantization: Toward Smaller and More Accurate Models
Dan Liu, Xi Chen, Chen Ma +1
Model quantization enables the deployment of deep neural networks under resource-constrained devices. Vector quantization aims at reducing the model size by indexing model weights…
cs.CV2021★ 1 cited
Pruning Ternary Quantization
Dan Liu, Xi Chen, Jie Fu +2
Inference time, model size, and accuracy are three key factors in deep model compression. Most of the existing work addresses these three key factors separately as it is difficult…