95 citations · 111 across the 4 of their papers we have counts for
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stat.ML2019★ 3 cited
Separable Layers Enable Structured Efficient Linear Substitutions
Gavin Gray, Elliot J. Crowley, Amos Storkey
In response to the development of recent efficient dense layers, this paper shows that something as simple as replacing linear components in pointwise convolutions with structured…
cs.LG2019★ 13 cited
BlockSwap: Fisher-guided Block Substitution for Network Compression on a Budget
Jack Turner, Elliot J. Crowley, Michael O'Boyle +2
The desire to map neural networks to varying-capacity devices has led to the development of a wealth of compression techniques, many of which involve replacing standard convolution…