shunk031 / paper-survey

📚 Survey of previous research and related works on machine learning (especially Deep Learning) in Japanese
https://shunk031.github.io/paper-survey/
151 stars 12 forks source link

DropAttention: A Regularization Method for Fully-Connected Self-Attention Networks #220

Closed shunk031 closed 5 years ago

shunk031 commented 5 years ago

https://arxiv.org/abs/1907.11065

shunk031 commented 5 years ago

全結合からなる self-attention 層に対して dropout を行う DropAttention を用いて過学習抑制し汎化性能向上を確認した。列ベース・要素ベースでattentionをdropoutする手法を比較し、性能向上を確認。

DropAttention: A Regularization Method for Fully Connected Self Attention-Networks - Paper Survey