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A simple model for learning in volatile environments

https://doi.org/10.1101/701466
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What this work says

Outgoing claims: the papers this work cites, builds on, or argues with.

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Anxious individuals have difficulty learning the causal statistics of aversive environments
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Adults with autism overestimate the volatility of the sensory environment
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Adaptive learning under expected and unexpected uncertainty
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Uncertainty and Learning
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Dopaminergic Modulation of the Functional Ventrodorsal Architecture of the Human Striatum
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Aversive disinhibition of behavior and striatal signaling in social avoidance
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ONLINE VARIATIONAL MESSAGE PASSING IN THE HIERARCHICAL GAUSSIAN FILTER
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Reinforcement Learning: An Introduction
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A NON‐GAUSSIAN FAMILY OF STATE‐SPACE MODELS WITH EXACT MARGINAL LIKELIHOOD
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A New Approach to Linear Filtering and Prediction Problems
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Pavlovian conditioning–induced hallucinations result from overweighting of perceptual priors
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Bayesian Online Learning of the Hazard Rate in Change-Point Problems
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Risk, Unexpected Uncertainty, and Estimation Uncertainty: Bayesian Learning in Unstable Settings
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Disentangling the Roles of Approach, Activation and Valence in Instrumental and Pavlovian Responding
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Optimal structure of metaplasticity for adaptive learning
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Modeling subjective relevance in schizophrenia and its relation to aberrant salience
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Hierarchical Bayesian inference for concurrent model fitting and comparison for group studies
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An Approximately Bayesian Delta-Rule Model Explains the Dynamics of Belief Updating in a Changing Environment
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Emotionally Aversive Cues Suppress Neural Systems Underlying Optimal Learning in Socially Anxious Individuals
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Impulse Control Disorders in Parkinson's Disease Are Associated with Dysfunction in Stimulus Valuation But Not Action Valuation
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State Space Models with Dynamical and Sparse Variances, and Inference by EM Message Passing
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Assessing Approximate Inference for Binary Gaussian Process Classification

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Incoming claims: where this work appears in other papers’ reference lists and arguments.

inferred← citeshttps://doi.org/10.1162/jocn_a_01497openalex-snapshot
A Computational Role for Top–Down Modulation from Frontal Cortex in Infancy
inferred← citeshttps://doi.org/10.7554/elife.56345openalex-snapshot
Paranoia as a deficit in non-social belief updating
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