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2 changes: 1 addition & 1 deletion Cargo.lock

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14 changes: 11 additions & 3 deletions docs/source/learn.md
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Expand Up @@ -186,32 +186,40 @@ Examples of possible applications and extensions of the standards Hierarchical G
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:::{grid-item-card} Inferring cardiac beliefs using Bayesian filtering
:::{grid-item-card} Inferring cardiac beliefs using Bayesian filtering
:link: example_1
:link-type: ref

Application of continuous Bayesian filtering to cardiac physiological recordings to infer interoceptive beliefs and their volatility.

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:::{grid-item-card} Value and volatility coupling with an input node
:::{grid-item-card} Value and volatility coupling with an input node
:link: example_2
:link-type: ref
:img-top: ./images/input_mean_precision.png

Dynamic inference over both the mean and variance of a normal distribution.
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:::{grid-item-card} Multi-armed bandit task with independent reward and punishments
:::{grid-item-card} Multi-armed bandit task with independent reward and punishments
:link: example_3
:link-type: ref
:img-top: ./images/multiarmedbandittask.png

A generalisation of the binary Hierarchical Gaussian Filter to multiarmed bandit where the probabilities of the outcomes are evolving independently.
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### Non-parametric predictive coding

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:::{grid-item-card} Self-organizing neural network using Dirichlet Process nodes
:link: example_3
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:::{grid-item-card} Causal discovery for predictive coding
:link: example_4

:link-type: ref
:img-top: ./images/causal_discovery.png

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1,714 changes: 1,714 additions & 0 deletions docs/source/notebooks/Example_5_Iowa_Gambling_Task.ipynb

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