One-Shot/Few-Shot Learing

• Matching Networks for One Shot Learning (2016. 6)

  • Matching Nets, Non-Parametric, DeepMind

  • arXiv, the morning paper

• Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks (2017. 3)

  • MAML, Meta-Learning, Few-Shot, BAIR

  • arXiv, bair_blog

• SMASH: One-Shot Model Architecture Search through HyperNetworks (2017. 8)

  • SMASH, HyperNet, Prior Knowledge

  • arXiv, open_review

• Reptile: a Scalable Metalearning Algorithm (2018. 3)

  • Reptile, Meta-Learning, Few-Shot, OpenAI

  • arXiv, openai_blog