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What if turning off the highway connection?

Open byzhang opened this issue 6 years ago • 2 comments

Just curious, how much would it impact the accuracy and speed (w/ roughly same amount of parameters)? Have you done some experiments on it?

Thanks!

byzhang avatar Sep 13 '17 03:09 byzhang

@byzhang

hi, I haven't done very thorough experiments on this. I noticed highway helps quite a bit in language modeling task in our earlier ICML work. So I stick with it.

It is in our TO-DO now -- comparing highway, residual (identity) and the version w/o skip.

taolei87 avatar Sep 13 '17 15:09 taolei87

thanks. I'd love to see your new exps :)

Thanks, -B

On Wed, Sep 13, 2017 at 8:08 AM, taolei87 [email protected] wrote:

@byzhang https://github.com/byzhang

hi, I haven't done very thorough experiments on this. I noticed highway helps quite a bit in language modeling task in our earlier ICML work. So I stick with it.

It is in our TO-DO now -- comparing highway, residual (identity) and the version w/o skip.

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byzhang avatar Sep 13 '17 15:09 byzhang