Article

Adaptive learning via surprise gated attractor switching

2025-03-13

Abstract excerpt

People adjust their use of feedback over time through a process referred to as adaptive learning. We have recently proposed that the underlying mechanisms of adaptive learning are rooted in how the brain organizes time into similarly credited units, which we refer to as latent states. Here we develop a basal ganglia-thalamo-cortical circuit model of this process and show that it captures both the commonalities and...

Topics

Open a Topic to create a Post that cites this publication.

Identifiers and source

Literature Corpus work: 6316e3ad-7ded-5811-9439-e8da9f46df1e
DOI: 10.1101/2025.03.13.643078

Open publication

Related research

Semantic proximity does not establish scientific evidence.

Click a neighbor to travelStep 1 · 12 closest

Adaptive learning via surprise gated attractor switchingDOI 10.1101/2025.03.13.643078Read

A neural mechanism for online discovery of latent contextsSemantic proximity Read

Learning and Forgetting Using Reinforced Bayesian Change DetectionSemantic proximity Read

Environmental dynamics shape human learning: change points versus random walksSemantic proximity Read

How Humans Restructure Predictive Models: Context-Tree Dynamics in Sequential LearningSemantic proximity Read

A reinforcement learning model of adaptive persistenceSemantic proximity Read

Hybrid Neural-Cognitive Models Reveal Flexible Context-Dependent Information Processing in Reversal LearningSemantic proximity Read

Adaptive problem solving in the primate frontal cortexSemantic proximity Read

Unsupervised nonmotor learning in the human cerebellumSemantic proximity Read

Neural representations supporting generalization under continual learningSemantic proximity Read

Fronto-parietal, cingulo-opercular and striatal contributions to learning and implementing control policiesSemantic proximity Read

Electrophysiological signatures of hierarchical learningSemantic proximity Read

Toward the Emergence of Intelligent Control: Episodic Generalization and OptimizationSemantic proximity Read