Tiago Ramalho

Conditional Neural Processes

Yee Whye Teh, Murray Shanahan, David Saxton, 2018, ICML.

Hybrid computing using a neural network with dynamic external memory

Sergio Gomez Colmenarejo, Alex Graves, Demis Hassabis, 2016, Nature.

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

Marta Garnelo, Tiago Ramalho, Tiago Ramalho, 2019, ICLR.

Density estimation in representation space to predict model uncertainty pdf

Miguel Corbalan, Tiago Ramalho, Tiago Ramalho, 2019, Communications in Computer and Information Science.

An empirical study of pretrained representations for few-shot classification pdf

Tiago Ramalho, Stefano Peluchetti, Thierry Sousbie, 2019, ArXiv.

Encoding Spatial Relations from Natural Language pdf

Fabio Viola, Phil Blunsom, Gábor Melis, 2018, ArXiv.

Overcoming catastrophic forgetting in neural networks

Razvan Pascanu, Raia Hadsell, Joel Veness, 2016, Proceedings of the National Academy of Sciences.