Active Inference, homeostatic regulation and adaptive behavioural control.
TLDR
An Active Inference account of homeostatic regulation and behavioural control of Pavlovian, habitual and goal-directed behaviours explained with one scheme.About:
This article is published in Progress in Neurobiology.The article was published on 2015-11-01 and is currently open access. It has received 408 citations till now. The article focuses on the topics: Inference & Associative learning.read more
Citations
More filters
Journal Article
A sensorimotor account of vision and visual consciousness-Authors' Response-Acting out our sensory experience
J. Kevin O'Regan,Alva Noë +1 more
TL;DR: In this article, the authors propose that the brain produces an internal representation of the world, and the activation of this internal representation is assumed to give rise to the experience of seeing, but it leaves unexplained how the existence of such a detailed internal representation might produce visual consciousness.
Journal ArticleDOI
Plans and the Structure of Behavior
TL;DR: Miller, Galanter, and Pribram as discussed by the authors discuss the difference between the brain and its vast number of parallel channels, but few operations, and the modern high-speed computer with its few channels and vast numbers of operations.
Journal ArticleDOI
The theory of constructed emotion: an active inference account of interoception and categorization.
TL;DR: This article begins with the structure and function of the brain, and from there deduce what the biological basis of emotions might be, and concludes that the answer is a brain-based, computational account called the theory of constructed emotion.
Journal ArticleDOI
Active inference: A process theory
Karl J. Friston,Thomas H. B. FitzGerald,Francesco Rigoli,Philipp Schwartenbeck,Giovanni Pezzulo +4 more
TL;DR: The fact that a gradient descent appears to be a valid description of neuronal activity means that variational free energy is a Lyapunov function for neuronal dynamics, which therefore conform to Hamilton’s principle of least action.
Journal ArticleDOI
Interoception and Mental Health: A Roadmap
TL;DR: An overview of the emerging consensus generated by the first Interoception Summit is presented, with the goal of accelerating progress in understanding the role of interoception in mental health.
References
More filters
Book
Reinforcement Learning: An Introduction
TL;DR: This book provides a clear and simple account of the key ideas and algorithms of reinforcement learning, which ranges from the history of the field's intellectual foundations to the most recent developments and applications.
Journal ArticleDOI
An integrative theory of prefrontal cortex function
Earl K. Miller,Jonathan D. Cohen +1 more
TL;DR: It is proposed that cognitive control stems from the active maintenance of patterns of activity in the prefrontal cortex that represent goals and the means to achieve them, which provide bias signals to other brain structures whose net effect is to guide the flow of activity along neural pathways that establish the proper mappings between inputs, internal states, and outputs needed to perform a given task.
Journal ArticleDOI
Technical Note : \cal Q -Learning
Chris Watkins,Peter Dayan +1 more
TL;DR: This paper presents and proves in detail a convergence theorem forQ-learning based on that outlined in Watkins (1989), showing that Q-learning converges to the optimum action-values with probability 1 so long as all actions are repeatedly sampled in all states and the action- values are represented discretely.
Journal ArticleDOI
A Neural Substrate of Prediction and Reward
TL;DR: Findings in this work indicate that dopaminergic neurons in the primate whose fluctuating output apparently signals changes or errors in the predictions of future salient and rewarding events can be understood through quantitative theories of adaptive optimizing control.
Journal ArticleDOI
Conflict monitoring and cognitive control.
TL;DR: Two computational modeling studies are reported, serving to articulate the conflict monitoring hypothesis and examine its implications, including a feedback loop connecting conflict monitoring to cognitive control, and a number of important behavioral phenomena.