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DARTS+: Improved Differentiable Architecture Search with Early Stopping
? NAS ?
2020-06-19 15:02:59
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wuvin
? NAS ?
# DARTS+: Improved Differentiable Architecture Search with Early Stopping ## Info * Conference: Arxiv * Cites: 9 * Github Stars: -- (paper said it's only need to change few lines of DARTS) * Github Solved/Issue: -- * Author: ![title](https://leanote.com/api/file/getImage?fileId=5eec6530ab6441721300071a) ## Main Idea * Darts + Early Stop * After training for a while, Darts will generate too many skip connections which leads to bad performance. * ![title](https://leanote.com/api/file/getImage?fileId=5eec6570ab644170190006d8) * They stop seaching when a sub-block has 2 more skip-connections * ![title](https://leanote.com/api/file/getImage?fileId=5eec65c7ab644170190006da) ## Comments * Actually I think this is the same problem as Fair-Nas mentioned before. When early layers learned to discriminate the features, skip connection in late layer will have nice performance than not well trained conv block.
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