Left: We illustrate here the conditional dependence of state durations, states, reward probabilities, and outcomes. Note that the choices ct are treated as observables within the generative model. Right: summary of the hidden state variables, observations, and the notation used for defining prior expectations and posterior beliefs over hidden states.</p
<p>Each row corresponds to a level, with causes on the left and hidden ...
Model generative performance was assessed for the four best-performing models (ConfUnspec, ConfSpec,...
The cognitive distortion dataset includes statements within the dataset and also encompasses the res...
This schematic illustrates how hidden states cause each other and sensory outcomes in the interocept...
The variables are shown in circles (with filled circles showing observable variables). An arrow from...
<p>The upper panel shows the likelihood matrices for the top left quadrant (location 2), under the v...
<p>This schematic shows the dependencies among various quantities modelling exchanges of an agent wi...
A. Graphical model of the generative process, where T is the progression model and ϵ and δ are the p...
Model predictions for participants choosing the predicted information compared to the alternative in...
<p>The generative model is trying to predict the sensory states produced by the equations on the rig...
<p>Shown are the observable variables (rectangles), generative object and illumination components (r...
<p>Models differ along three dimensions: whether precision is equal or variable, the observer’s assu...
<p>The graphical model representation of ATAM using plate notation, followed by the “generative stor...
<p>Boxes refer to variables in the model, where latent variables are represented by dotted line boxe...
The schematic illustrates the computational architecture that best accounts for the choice and confi...
<p>Each row corresponds to a level, with causes on the left and hidden ...
Model generative performance was assessed for the four best-performing models (ConfUnspec, ConfSpec,...
The cognitive distortion dataset includes statements within the dataset and also encompasses the res...
This schematic illustrates how hidden states cause each other and sensory outcomes in the interocept...
The variables are shown in circles (with filled circles showing observable variables). An arrow from...
<p>The upper panel shows the likelihood matrices for the top left quadrant (location 2), under the v...
<p>This schematic shows the dependencies among various quantities modelling exchanges of an agent wi...
A. Graphical model of the generative process, where T is the progression model and ϵ and δ are the p...
Model predictions for participants choosing the predicted information compared to the alternative in...
<p>The generative model is trying to predict the sensory states produced by the equations on the rig...
<p>Shown are the observable variables (rectangles), generative object and illumination components (r...
<p>Models differ along three dimensions: whether precision is equal or variable, the observer’s assu...
<p>The graphical model representation of ATAM using plate notation, followed by the “generative stor...
<p>Boxes refer to variables in the model, where latent variables are represented by dotted line boxe...
The schematic illustrates the computational architecture that best accounts for the choice and confi...
<p>Each row corresponds to a level, with causes on the left and hidden ...
Model generative performance was assessed for the four best-performing models (ConfUnspec, ConfSpec,...
The cognitive distortion dataset includes statements within the dataset and also encompasses the res...