794 citations · 2.7k across the 93 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…
stat.ML2019★ 35 cited
Assume, Augment and Learn: Unsupervised Few-Shot Meta-Learning via Random Labels and Data Augmentation
Antreas Antoniou, Amos Storkey
The field of few-shot learning has been laboriously explored in the supervised setting, where per-class labels are available. On the other hand, the unsupervised few-shot learning…