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Flexible Few-Shot Learning with Contextual Similarity

Dec 10, 2020
Mengye Ren, Eleni Triantafillou, Kuan-Chieh Wang, James Lucas, Jake Snell, Xaq Pitkow, Andreas S. Tolias, Richard Zemel

* Technical report, 29 pages 

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Bayesian Few-Shot Classification with One-vs-Each P贸lya-Gamma Augmented Gaussian Processes

Jul 20, 2020
Jake Snell, Richard Zemel

* Submitted to NeurIPS 2020. 20 pages, 5 figures 

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Learning Latent Subspaces in Variational Autoencoders

Dec 14, 2018
Jack Klys, Jake Snell, Richard Zemel

* Published as a conference paper at NeurIPS 2018. 15 pages 

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Meta-Learning for Semi-Supervised Few-Shot Classification

Mar 02, 2018
Mengye Ren, Eleni Triantafillou, Sachin Ravi, Jake Snell, Kevin Swersky, Joshua B. Tenenbaum, Hugo Larochelle, Richard S. Zemel

* Published as a conference paper at ICLR 2018. 15 pages 

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Prototypical Networks for Few-shot Learning

Jun 19, 2017
Jake Snell, Kevin Swersky, Richard S. Zemel


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Learning to Generate Images with Perceptual Similarity Metrics

Jan 24, 2017
Jake Snell, Karl Ridgeway, Renjie Liao, Brett D. Roads, Michael C. Mozer, Richard S. Zemel


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