[HTML][HTML] Replay and compositional computation

Z Kurth-Nelson, T Behrens, G Wayne, K Miller… - Neuron, 2023 - cell.com
Replay in the brain has been viewed as rehearsal or, more recently, as sampling from a
transition model. Here, we propose a new hypothesis: that replay is able to implement a form …

Generative replay underlies compositional inference in the hippocampal-prefrontal circuit

P Schwartenbeck, A Baram, Y Liu, S Mark, T Muller… - Cell, 2023 - cell.com
Human reasoning depends on reusing pieces of information by putting them together in new
ways. However, very little is known about how compositional computation is implemented in …

A model of hippocampal replay driven by experience and environmental structure facilitates spatial learning

N Diekmann, S Cheng - ELife, 2023 - elifesciences.org
Replay of neuronal sequences in the hippocampus during resting states and sleep play an
important role in learning and memory consolidation. Consistent with these functions, replay …

Dopamine enhances model-free credit assignment through boosting of retrospective model-based inference

L Deserno, R Moran, J Michely, Y Lee, P Dayan… - Elife, 2021 - elifesciences.org
Dopamine is implicated in representing model-free (MF) reward prediction errors a as well
as influencing model-based (MB) credit assignment and choice. Putative cooperative …

Generative replay for compositional visual understanding in the prefrontal-hippocampal circuit

P Schwartenbeck, A Baram, Y Liu, S Mark, T Muller… - bioRxiv, 2021 - biorxiv.org
Understanding the visual world is a constructive process. Whilst a frontal-hippocampal
circuit is known to be essential for this task, little is known about the associated neuronal …

The pursuit of happiness: A reinforcement learning perspective on habituation and comparisons

R Dubey, TL Griffiths, P Dayan - PLoS computational biology, 2022 - journals.plos.org
In evaluating our choices, we often suffer from two tragic relativities. First, when our lives
change for the better, we rapidly habituate to the higher standard of living. Second, we …

Differential replay of reward and punishment paths predicts approach and avoidance

J McFadyen, Y Liu, RJ Dolan - Nature Neuroscience, 2023 - nature.com
Neural replay is implicated in planning, where states relevant to a task goal are rapidly
reactivated in sequence. It remains unclear whether, during planning, replay relates to an …

A recurrent network model of planning explains hippocampal replay and human behavior

KT Jensen, G Hennequin, MG Mattar - Nature Neuroscience, 2024 - nature.com
When faced with a novel situation, people often spend substantial periods of time
contemplating possible futures. For such planning to be rational, the benefits to behavior …

Exploring Replay

G Antonov, P Dayan - bioRxiv, 2023 - biorxiv.org
Exploration is vital for animals and artificial agents who face uncertainty about their
environments due to initial ignorance or subsequent changes. Their choices need to …

Strong and weak principles of Bayesian machine learning for systems neuroscience

K Jensen - 2023 - repository.cam.ac.uk
Neuroscientists are recording neural activity and behaviour at a rapidly increasing scale.
This provides an unprecedented window into the neural underpinnings of behaviour, while …