【深層学習】Zero / One / Few Shot Learning

Index

Zero / One / Few Shot Learning

深層学習で利用されるテクニックのひとつ.

• 深層学習 #まとめ編
  • yhayato1320.hatenablog.com

Few Shot

F2M / 2021

• Overcoming Catastrophic Forgetting in Incremental Few-Shot Learning by Finding Flat Minima
  • [2021]
  • arxiv.org
  • github.com

FLAN / 2021

• Finetuned Language Models Are Zero-Shot Learners

  • [2021]
  • arxiv.org
    
    

• 言語モデルのZero-Shot性能を高めるFine-Tuning

  • ai-scholar.tech

参考

• Knowledge-aware Zero-Shot Learning: Survey and Perspective

  • [2021]
  • Zero Shot Learning について
  • arxiv.org
    
    

• A Survey Of zero shot detection: Methods and applications

  • [2021]
  • Zero Shot Learning について
  • https://www.sciencedirect.com/science/article/pii/S2667241321000124www.sciencedirect.com
    
    

• Learning from One and Only One Shot

  • [2022]
  • One Shot Learning について
  • arxiv.org
    
    

• Learning from Few Samples: A Survey

  • [2020]
  • arxiv.org
    
    

• Generalizing from a Few Examples: A Survey on Few-Shot Learning

  • [2019]
  • One / Few Shot Learning について
  • arxiv.org

Web サイト

• NeurIPS 2021 参加報告 後編
  • F2M
  • blog.recruit.co.jp