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On the Expressive Efficiency of Overlapping Architectures of Deep Learning
Published on Jul 27, 20172248 Views
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Chapter list
On the Expressive Efficiency of Overlapping Architectures of Deep Learning00:00
Overlapping vs Non-Overlapping Architectures00:08
The Merits of Non-overlapping Architectures00:46
Outline02:25
Efficiency02:33
Efficiency – Formal Definition03:27
Example: Efficiency of Depth04:06
Other Works of Our Group05:07
Outline05:27
Convolutional Arithmetic Circuits05:29
Baseline Architecture06:19
Generalized Convolutional Arithmetic Circuits06:59
Overlapping Architectures Are Just As Expressive07:50
Degree of Overlapping08:13
Overlapping Efficiency08:49
Outline - 109:41
Experiments on Standard ConvNets09:59
Summary12:17