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--- ml:few-shot_learning [2021/06/08 05:35] – created jmflanig
+++ ml:few-shot_learning [2023/06/15 07:36] (current) – external edit 127.0.0.1
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 ===== Papers =====
+  * [[https://people.cs.umass.edu/~elm/papers/Miller_congealing.pdf|Miller et al 2000 - Learning from One Example Through Shared Densities on Transforms]]
+  * [[https://cims.nyu.edu/~brenden/papers/LakeEtAl2011CogSci.pdf|Lake et al 2011 - One Shot Learning of Simple Visual Concepts]]
+  * [[https://www.cs.cmu.edu/~rsalakhu/papers/oneshot1.pdf|Koch et al 2015 - Siamese Neural Networks for One-shot Image Recognition]]
+  * [[https://openreview.net/pdf?id=rJY0-Kcll|Ravi & Larochelle 2016 - Optimization as a Model for Few-Shot Learning]]
+  * [[https://arxiv.org/pdf/1606.04080.pdf|Vinyals et al 2016 - Matching Networks for One Shot Learning]]
+  * [[https://arxiv.org/pdf/1703.05175.pdf|Snell et al 2017 - Prototypical Networks for Few-shot Learning]]
+  * [[https://openaccess.thecvf.com/content_cvpr_2018/papers/Sung_Learning_to_Compare_CVPR_2018_paper.pdf|Sung et al 2018 - Learning to Compare: Relation Network for Few-Shot Learning]]
   * [[https://arxiv.org/abs/2102.01335|Lee et al 2021 - Neural Data Augmentation via Example Extrapolation]]
 ===== Few-Shot Learning with Language Models =====
-See [[nlp:Prompting and Task Descriptions#Prompting Language Models]].
+See [[nlp:Prompting#Prompting Language Models]].
 ===== Related Pages =====
-  * [[nlp:Prompting and Task Descriptions]]
+  * [[Meta-Learning]]
+  * [[nlp:Prompting]]
+  * [[nlp:Task Descriptions]]
   * [[Zero-Shot Learning]]