Re:Understanding the generalization of ‘lottery tickets’ in ...
by longtom on Tuesday November 26, 2019 @08:09PM
(#21644413)
Maybe the additional parameters give the entire network more "leeway" to find such subnetwork structures, i.e. ease gradient descent by smoothing the loss landscape?
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Re:Understanding the generalization of ‘lottery tickets’ in ...
by Akababa on Tuesday November 26, 2019 @11:43PM
(#21645308)
That's intuitive but doesn't support the result of the lucky subnetwork (once found and re-initialized) training faster and outperforming the original.
Re:Understanding the generalization of ‘lottery tickets’ in ...
by longtom on Wednesday November 27, 2019 @02:14AM
(#21645937)
This does not seem to be a contradiction. Once you are in the right region of solution space training is expected to be faster and easier. Re-initialization could have a regularizing effect, explaining the better performance.