Search Results for author: Pablo G. Moreno

Found 5 papers, 2 papers with code

Empirical Bayes Transductive Meta-Learning with Synthetic Gradients

2 code implementations ICLR 2020 Shell Xu Hu, Pablo G. Moreno, Yang Xiao, Xi Shen, Guillaume Obozinski, Neil D. Lawrence, Andreas Damianou

The evidence lower bound of the marginal log-likelihood of empirical Bayes decomposes as a sum of local KL divergences between the variational posterior and the true posterior on the query set of each task.

Few-Shot Image Classification Meta-Learning +3

Transferring Knowledge across Learning Processes

4 code implementations ICLR 2019 Sebastian Flennerhag, Pablo G. Moreno, Neil D. Lawrence, Andreas Damianou

Approaches that transfer information contained only in the final parameters of a source model will therefore struggle.

Meta-Learning Transfer Learning

Bayesian Nonparametric Crowdsourcing

no code implementations18 Jul 2014 Pablo G. Moreno, Yee Whye Teh, Fernando Perez-Cruz, Antonio Artés-Rodríguez

Crowdsourcing has been proven to be an effective and efficient tool to annotate large datasets.

Active Learning

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