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An empirical study of pretrained representations for few-shot classification



Tiago Ramalho , Thierry Sousbie , Stefano Peluchetti


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Density estimation in representation space to predict model uncertainty



Tiago Ramalho , Miguel Miranda


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Adaptive Posterior Learning: few-shot learning with a surprise-based memory module



Tiago Ramalho , Marta Garnelo

* ICLR 2019 

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Encoding Spatial Relations from Natural Language



Tiago Ramalho , Tomáš Kočiský , Frederic Besse , S. M. Ali Eslami , Gábor Melis , Fabio Viola , Phil Blunsom , Karl Moritz Hermann


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Conditional Neural Processes



Marta Garnelo , Dan Rosenbaum , Chris J. Maddison , Tiago Ramalho , David Saxton , Murray Shanahan , Yee Whye Teh , Danilo J. Rezende , S. M. Ali Eslami


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Overcoming catastrophic forgetting in neural networks



James Kirkpatrick , Razvan Pascanu , Neil Rabinowitz , Joel Veness , Guillaume Desjardins , Andrei A. Rusu , Kieran Milan , John Quan , Tiago Ramalho , Agnieszka Grabska-Barwinska , Demis Hassabis , Claudia Clopath , Dharshan Kumaran , Raia Hadsell


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