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Home / Proceedings / Proceedings of the AAAI Conference on Artificial Intelligence, 35 / No. 11: AAAI-21 Technical Tracks 11

AutoDropout: Learning Dropout Patterns to Regularize Deep Networks

February 1, 2023

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Authors

Hieu Pham

Google Brain


Quoc Le

Google Brain


DOI:

10.1609/aaai.v35i11.17127


Abstract:

Neural networks are often over-parameterized and hence benefit from aggressive regularization. Conventional regularization methods, such as dropout or weight decay, do not leverage the structures of the network's inputs and hidden states. As a result, these conventional methods are less effective than methods that leverage the structures, such as SpatialDropout and DropBlock, which randomly drop the values at certain contiguous areas in the hidden states and setting them to zero. Although the locations of dropping areas random, the patterns of SpatialDropout and DropBlock are manually designed and fixed. Here we propose to learn the dropping patterns. In our method, a controller learns to generate a dropping pattern at every channel and layer of a target network, such as a ConvNet or a Transformer. The target network is then trained with the dropping pattern, and its resulting validation performance is used as a signal for the controller to learn from. We show that this method works well for both image recognition on CIFAR-10 and ImageNet, as well as language modeling on Penn Treebank and WikiText-2. The learned dropping patterns also transfers to different tasks and datasets, such as from language model on Penn Treebank to Engligh-French translation on WMT 2014. Our code will be available at: https://github.com/googleresearch/google-research/tree/master/auto_dropout.

Topics: AAAI

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HOW TO CITE:

Hieu Pham||Quoc Le AutoDropout: Learning Dropout Patterns to Regularize Deep Networks Proceedings of the AAAI Conference on Artificial Intelligence (2021) 9351-9359.

Hieu Pham||Quoc Le AutoDropout: Learning Dropout Patterns to Regularize Deep Networks AAAI 2021, 9351-9359.

Hieu Pham||Quoc Le (2021). AutoDropout: Learning Dropout Patterns to Regularize Deep Networks. Proceedings of the AAAI Conference on Artificial Intelligence, 9351-9359.

Hieu Pham||Quoc Le. AutoDropout: Learning Dropout Patterns to Regularize Deep Networks. Proceedings of the AAAI Conference on Artificial Intelligence 2021 p.9351-9359.

Hieu Pham||Quoc Le. 2021. AutoDropout: Learning Dropout Patterns to Regularize Deep Networks. "Proceedings of the AAAI Conference on Artificial Intelligence". 9351-9359.

Hieu Pham||Quoc Le. (2021) "AutoDropout: Learning Dropout Patterns to Regularize Deep Networks", Proceedings of the AAAI Conference on Artificial Intelligence, p.9351-9359

Hieu Pham||Quoc Le, "AutoDropout: Learning Dropout Patterns to Regularize Deep Networks", AAAI, p.9351-9359, 2021.

Hieu Pham||Quoc Le. "AutoDropout: Learning Dropout Patterns to Regularize Deep Networks". Proceedings of the AAAI Conference on Artificial Intelligence, 2021, p.9351-9359.

Hieu Pham||Quoc Le. "AutoDropout: Learning Dropout Patterns to Regularize Deep Networks". Proceedings of the AAAI Conference on Artificial Intelligence, (2021): 9351-9359.

Hieu Pham||Quoc Le. AutoDropout: Learning Dropout Patterns to Regularize Deep Networks. AAAI[Internet]. 2021[cited 2023]; 9351-9359.


ISSN: 2374-3468


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