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(OML) Meta-Learning Representations for Continual Learning #7

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sarrrrry opened this issue Jan 30, 2021 · 0 comments
Open

(OML) Meta-Learning Representations for Continual Learning #7

sarrrrry opened this issue Jan 30, 2021 · 0 comments
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@sarrrrry
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sarrrrry commented Jan 30, 2021

WIP

一言でいうと

OMLと呼ばれるCatastrophic forgetting を防止する表現学習のための手法で,
MERやGEMの補完し,リハーサルベースのアプローチとは異なる

ANML論文いわく,OMLでは,明示的なスパース性を仮定していないが,スパースなRepresenteation Layerになっていて,
発火しないニューロン (dead neuron) が無かったらしい.

論文リンク

https://arxiv.org/pdf/1905.12588.pdf

著者/所属機関

Khurram Javed, Martha White
Department of Computing Science
University of Alberta
T6G 1P8
[email protected], [email protected]

投稿日付(yyyy/MM/dd)

Wed, 29 May 2019 17:09:31 UTC

概要

新規性・差分

手法

image

結果

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@sarrrrry sarrrrry self-assigned this Jan 30, 2021
@sarrrrry sarrrrry changed the title Meta-Learning Representations for Continual Learning (OML) Meta-Learning Representations for Continual Learning Jan 30, 2021
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