Table of Contents
Few-Shot Learning
Papers
Few-Shot Learning with Language Models
Related Pages
Few-Shot Learning
Papers
Miller et al 2000 - Learning from One Example Through Shared Densities on Transforms
Lake et al 2011 - One Shot Learning of Simple Visual Concepts
Koch et al 2015 - Siamese Neural Networks for One-shot Image Recognition
Ravi & Larochelle 2016 - Optimization as a Model for Few-Shot Learning
Vinyals et al 2016 - Matching Networks for One Shot Learning
Snell et al 2017 - Prototypical Networks for Few-shot Learning
Sung et al 2018 - Learning to Compare: Relation Network for Few-Shot Learning
Lee et al 2021 - Neural Data Augmentation via Example Extrapolation
Few-Shot Learning with Language Models
See
Prompting Language Models
.
Related Pages
Meta-Learning
Prompting
Task Descriptions
Zero-Shot Learning