7 citations · 8 across the 3 of their papers we have counts for
4 papers
Functional Connectome: Approximating Brain Networks with Artificial Neural Networks
Sihao Liu, Augustine N Mavor-Parker, Caswell Barry
We aimed to explore the capability of deep learning to approximate the function instantiated by biological neural circuits-the functional connectome. Using deep neural networks, we…
Temporally Extended Successor Representations
Matthew J. Sargent, Peter J. Bentley, Caswell Barry +1
We present a temporally extended variation of the successor representation, which we term t-SR. t-SR captures the expected state transition dynamics of temporally extended actions…
MEMO: A Deep Network for Flexible Combination of Episodic Memories
Andrea Banino, Adrià Puigdomènech Badia, Raphael Köster +7
Recent research developing neural network architectures with external memory have often used the benchmark bAbI question and answering dataset which provides a challenging number o…
Generalisation of structural knowledge in the hippocampal-entorhinal system
James C. R. Whittington, Timothy H. Muller, Shirley Mark +2
A central problem to understanding intelligence is the concept of generalisation. This allows previously learnt structure to be exploited to solve tasks in novel situations differi…