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Sequential Graph Convolutional Network for Active Learning #4

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nocotan opened this issue Jan 16, 2021 · 0 comments
Open

Sequential Graph Convolutional Network for Active Learning #4

nocotan opened this issue Jan 16, 2021 · 0 comments
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nocotan commented Jan 16, 2021

一言でいうと

Graph Convolutional Networksを能動学習に応用.

論文リンク

https://arxiv.org/pdf/2006.10219.pdf

著者/所属機関

Razvan Caramalau, Binod Bhattarai, Tae-Kyun Kim (Imperial College of London)

投稿日付(yyyy/MM/dd)

2020/09/21

概要

データプールから類似度グラフを生成し,その上で能動学習を行う手法を提案.
既存のGCNベースの能動学習とは異なりtask-agnosticであり,可搬性が高い.

Screen Shot 2021-01-16 at 17 29 54

新規性・差分

  • GCNを用いた能動学習としては初めてのtask-agnosticな手法

手法

Screen Shot 2021-01-16 at 17 30 39

結果

Screen Shot 2021-01-16 at 17 31 12

コメント

@nocotan nocotan self-assigned this Jan 16, 2021
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