Complementary learning systems within the hippocampus: a neural network modelling approach to reconciling episodic memory with statistical learning

AC Schapiro, NB Turk-Browne… - … of the Royal …, 2017 - royalsocietypublishing.org
A growing literature suggests that the hippocampus is critical for the rapid extraction of
regularities from the environment. Although this fits with the known role of the hippocampus …

Generalization through the recurrent interaction of episodic memories: a model of the hippocampal system.

D Kumaran, JL McClelland - Psychological review, 2012 - psycnet.apa.org
In this article, we present a perspective on the role of the hippocampal system in
generalization, instantiated in a computational model called REMERGE (recurrency and …

Complementary learning systems

RC O'Reilly, R Bhattacharyya, MD Howard… - Cognitive …, 2014 - Wiley Online Library
This paper reviews the fate of the central ideas behind the complementary learning systems
(CLS) framework as originally articulated in McClelland, McNaughton, and O'Reilly (1995) …

Computational models of the hippocampal region: linking incremental learning and episodic memory

MA Gluck, M Meeter, CE Myers - Trends in cognitive sciences, 2003 - cell.com
The hippocampal region, a group of brain structures important for learning and memory, has
been the focus of a large number of computational models. These tend to fall into two …

Hippocampal and neocortical contributions to memory: Advances in the complementary learning systems framework

RC O'Reilly, KA Norman - Trends in cognitive sciences, 2002 - cell.com
The complementary learning systems framework provides a simple set of principles, derived
from converging biological, psychological and computational constraints, for understanding …

Computational principles of learning in the neocortex and hippocampus

RC O'Reilly, JW Rudy - Hippocampus, 2000 - Wiley Online Library
We present an overview of our computational approach towards understanding the different
contributions of the neocortex and hippocampus in learning and memory. The approach is …

Methods for reducing interference in the complementary learning systems model: oscillating inhibition and autonomous memory rehearsal

KA Norman, EL Newman, AJ Perotte - Neural Networks, 2005 - Elsevier
The stability–plasticity problem (ie how the brain incorporates new information into its model
of the world, while at the same time preserving existing knowledge) has been at the forefront …

How hippocampus and cortex contribute to recognition memory: revisiting the complementary learning systems model

KA Norman - Hippocampus, 2010 - Wiley Online Library
We describe how the Complementary Learning Systems neural network model of
recognition memory (Norman and O'Reilly (2003) Psychol Rev 104: 611–646) can shed light …

A computational theory of episodic memory formation in the hippocampus

ET Rolls - Behavioural brain research, 2010 - Elsevier
A quantitative computational theory of the operation of the hippocampus as an episodic
memory system is described. The CA3 system operates as a single attractor or …

A quantitative theory of the functions of the hippocampal CA3 network in memory

ET Rolls - Frontiers in cellular neuroscience, 2013 - frontiersin.org
A quantitative computational theory of the operation of the hippocampal CA3 system as an
autoassociation or attractor network used in episodic memory system is described. In this …