Discovery of hierarchical representations for efficient planning

Optogenetic Editing Reveals the Hierarchical Organization of Learned Action Sequences

(2018) Claire E. Geddes et al.   CELL

Online learning of symbolic concepts

(2017) Pratiksha Thaker et al.   JOURNAL OF MATHEMATICAL PSYCHOLOGY

The hippocampus as a predictive map

(2017) Kimberly L Stachenfeld et al.   NATURE NEUROSCIENCE

A neural model of hierarchical reinforcement learning

(2017) Daniel Rasmussen et al.   PLoS One

Probabilistic inference for determining options in reinforcement learning

(2016) Christian Daniel et al.   MACHINE LEARNING

Neural Mechanisms of Hierarchical Planning in a Virtual Subway Network

(2016) Jan Balaguer et al.   NEURON

Bayesian Brains without Probabilities

(2016) Adam N. Sanborn et al.   TRENDS IN COGNITIVE SCIENCES

Human-level control through deep reinforcement learning

(2015) Volodymyr Mnih et al.   NATURE

Hierarchical control over effortful behavior by rodent medial frontal cortex: A computational model.

(2015) Clay B. Holroyd et al.   PSYCHOLOGICAL REVIEW

Model-based hierarchical reinforcement learning and human action control

(2014) M. Botvinick et al.   PHILOSOPHICAL TRANSACTIONS OF THE ROYAL SOCIETY B-BIOLOGICAL SCIENCES

Optimal Behavioral Hierarchy

(2014) Alec Solway et al.   PLoS Computational Biology

Whatever next? Predictive brains, situated agents, and the future of cognitive science

(2013)   BEHAVIORAL AND BRAIN SCIENCES

Neural representations of events arise from temporal community structure

(2013) Anna C Schapiro et al.   NATURE NEUROSCIENCE

Goals and Habits in the Brain

(2013) Ray J. Dolan et al.   NEURON

A Dual Operator View of Habitual Behavior Reflecting Cortical and Striatal Dynamics

(2013) Kyle S. Smith et al.   NEURON

Cognitive control over learning: Creating, clustering, and generalizing task-set structure.

(2013) Anne G. E. Collins et al.   PSYCHOLOGICAL REVIEW

Habits, action sequences and reinforcement learning

(2012) Amir Dezfouli et al.   EUROPEAN JOURNAL OF NEUROSCIENCE

Bonsai Trees in Your Head: How the Pavlovian System Sculpts Goal-Directed Choices by Pruning Decision Trees

(2012) Quentin J. M. Huys et al.   PLoS Computational Biology

A tutorial on Bayesian nonparametric models

(2011) Samuel J. Gershman et al.   JOURNAL OF MATHEMATICAL PSYCHOLOGY

Multistability and Perceptual Inference

(2011) Samuel J. Gershman et al.   NEURAL COMPUTATION

A Neural Signature of Hierarchical Reinforcement Learning

(2011) José J.F. Ribas-Fernandes et al.   NEURON

Examples of Adaptive MCMC

(2009) Gareth O. Roberts et al.   JOURNAL OF COMPUTATIONAL AND GRAPHICAL STATISTICS