45 citations · 59 across the 14 of their papers we have counts for
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cs.NE2019★ 8 cited
AHA! an 'Artificial Hippocampal Algorithm' for Episodic Machine Learning
Gideon Kowadlo, Abdelrahman Ahmed, David Rawlinson
The majority of ML research concerns slow, statistical learning of i.i.d. samples from large, labelled datasets. Animals do not learn this way. An enviable characteristic of animal…
stat.ML2019
Learning distant cause and effect using only local and immediate credit assignment
David Rawlinson, Abdelrahman Ahmed, Gideon Kowadlo
We present a recurrent neural network memory that uses sparse coding to create a combinatoric encoding of sequential inputs. Using several examples, we show that the network can as…