Meta Learning / Few-Shot Learning

Literatures of Meta Learning (元学习) / Few-Shot Learning (小样本学习).

Other Awesome Lists

Courses & Tutorials


  • Meta-Learning: A Survey. Joaquin Vanschoren. arXiv 2018. [Paper]

Blogs & Communities


Talks & Slides



  • Learning to Learn by Gradient Descent by Gradient Descent. Marcin Andrychowicz, et al. NIPS 2016. [Paper] [Code]

  • Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks. Chelsea Finn, et al. ICML 2017. [Paper] [Code]

  • On First-Order Meta-Learning Algorithms. Alex Nichol, et al. arXiv 2018. [Paper][Code]

  • Meta-Learning with Implicit Gradients. Aravind Rajeswaran, et al. NIPS 2019. [Paper]

Sechond-order Derivative


  • Online Learning of a Memory for Learning Rates. Franziska Meier, et al. ICRA 2018. [Paper] [Code]

  • Online Meta-Learning. Chelsea Finn, et al. ICML 2019. [Paper]


  • Recasting Gradient-Based Meta-Learning as Hierarchical Bayes. Erin Grant, et al. ICLR 2018. [Paper]

  • Bayesian Model-Agnostic Meta-Learning. Taesup Kim, et al. NIPS 2018. [Paper] [Code] [Slide]

  • Probabilistic Model-Agnostic Meta-Learning. Chelsea Finn, et al. arXiv 2018. [Paper]

  • Uncertainty in Model-Agnostic Meta-Learning using Variational Inference. Cuong Nguyen, et al. WACV 2020. [Paper] [Code]

  • Bayesian Online Meta-Learning with Laplace Approximation. Pau Ching Yap, et al. arXiv 2020. [Paper]


  • Provable Guarantees for Gradient-Based Meta-Learning. Mikhail Khodak, et al. ICML 2019. [Paper] [Code]