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diff --git a/dev/.doctrees/environment.pickle b/dev/.doctrees/environment.pickle
diff --git a/dev/.doctrees/notebooks/0.1-Theory.doctree b/dev/.doctrees/notebooks/0.1-Theory.doctree
diff --git a/dev/.doctrees/notebooks/0.2-Creating_networks.doctree b/dev/.doctrees/notebooks/0.2-Creating_networks.doctree
diff --git a/dev/.doctrees/notebooks/0.3-Generalised_filtering.doctree b/dev/.doctrees/notebooks/0.3-Generalised_filtering.doctree
diff --git a/dev/.doctrees/notebooks/1.1-Binary_HGF.doctree b/dev/.doctrees/notebooks/1.1-Binary_HGF.doctree
diff --git a/dev/.doctrees/notebooks/1.2-Categorical_HGF.doctree b/dev/.doctrees/notebooks/1.2-Categorical_HGF.doctree
diff --git a/dev/.doctrees/notebooks/1.3-Continuous_HGF.doctree b/dev/.doctrees/notebooks/1.3-Continuous_HGF.doctree
diff --git a/dev/.doctrees/notebooks/2-Using_custom_response_functions.doctree b/dev/.doctrees/notebooks/2-Using_custom_response_functions.doctree
diff --git a/dev/.doctrees/notebooks/3-Multilevel_HGF.doctree b/dev/.doctrees/notebooks/3-Multilevel_HGF.doctree
diff --git a/dev/.doctrees/notebooks/4-Parameter_recovery.doctree b/dev/.doctrees/notebooks/4-Parameter_recovery.doctree
diff --git a/dev/.doctrees/notebooks/5-Non_linear_value_coupling.doctree b/dev/.doctrees/notebooks/5-Non_linear_value_coupling.doctree
diff --git a/dev/.doctrees/notebooks/Example_1_Heart_rate_variability.doctree b/dev/.doctrees/notebooks/Example_1_Heart_rate_variability.doctree
diff --git a/dev/.doctrees/notebooks/Example_2_Input_node_volatility_coupling.doctree b/dev/.doctrees/notebooks/Example_2_Input_node_volatility_coupling.doctree
diff --git a/dev/.doctrees/notebooks/Example_3_Multi_armed_bandit.doctree b/dev/.doctrees/notebooks/Example_3_Multi_armed_bandit.doctree
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diff --git a/dev/notebooks/0.1-Theory.html b/dev/notebooks/0.1-Theory.html
@@ -921,19 +921,19 @@ <h1>System configuration<a class="headerlink" href="#system-configuration" title
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Last updated: Tue Nov 26 2024
+<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Last updated: Wed Nov 27 2024
 
 Python implementation: CPython
 Python version       : 3.12.7
 IPython version      : 8.29.0
 
-pyhgf : 0.0.0.post1.dev0+388c79c
+pyhgf : 0.0.0.post1.dev0+0d45e3e
 jax   : 0.4.31
 jaxlib: 0.4.31
 
-sys       : 3.12.7 (main, Oct  1 2024, 15:17:55) [GCC 11.4.0]
 IPython   : 8.29.0
 matplotlib: 3.9.2
+sys       : 3.12.7 (main, Oct  1 2024, 15:17:55) [GCC 11.4.0]
 numpy     : 1.26.0
 seaborn   : 0.13.2
 

diff --git a/dev/notebooks/0.2-Creating_networks.html b/dev/notebooks/0.2-Creating_networks.html
@@ -778,7 +778,7 @@ <h5>Continuous value coupling<a class="headerlink" href="#continuous-value-coupl
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-<img alt="../_images/650babe98f5eb4eaafa530aa26750f4f8eba7442313584a1628ceef30ad00d68.png" src="../_images/650babe98f5eb4eaafa530aa26750f4f8eba7442313584a1628ceef30ad00d68.png" />
+<img alt="../_images/170ebe24a2af59403c14f18564b3278f8fb6da5377d67508464bc4ec7548d147.png" src="../_images/170ebe24a2af59403c14f18564b3278f8fb6da5377d67508464bc4ec7548d147.png" />
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@@ -1125,22 +1125,22 @@ <h1>System configuration<a class="headerlink" href="#system-configuration" title
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Last updated: Tue Nov 26 2024
+<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Last updated: Wed Nov 27 2024
 
 Python implementation: CPython
 Python version       : 3.12.7
 IPython version      : 8.29.0
 
-pyhgf : 0.0.0.post1.dev0+388c79c
+pyhgf : 0.0.0.post1.dev0+0d45e3e
 jax   : 0.4.31
 jaxlib: 0.4.31
 
-numpy     : 1.26.0
-IPython   : 8.29.0
 sys       : 3.12.7 (main, Oct  1 2024, 15:17:55) [GCC 11.4.0]
-matplotlib: 3.9.2
+IPython   : 8.29.0
 seaborn   : 0.13.2
-pyhgf     : 0.0.0.post1.dev0+388c79c
+numpy     : 1.26.0
+matplotlib: 3.9.2
+pyhgf     : 0.0.0.post1.dev0+0d45e3e
 
 Watermark: 2.5.0
 </pre></div>

diff --git a/dev/notebooks/0.3-Generalised_filtering.html b/dev/notebooks/0.3-Generalised_filtering.html
@@ -984,23 +984,23 @@ <h1>System configuration<a class="headerlink" href="#system-configuration" title
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Last updated: Tue Nov 26 2024
+<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Last updated: Wed Nov 27 2024
 
 Python implementation: CPython
 Python version       : 3.12.7
 IPython version      : 8.29.0
 
-pyhgf : 0.0.0.post1.dev0+388c79c
+pyhgf : 0.0.0.post1.dev0+0d45e3e
 jax   : 0.4.31
 jaxlib: 0.4.31
 
-seaborn   : 0.13.2
-matplotlib: 3.9.2
-pyhgf     : 0.0.0.post1.dev0+388c79c
 IPython   : 8.29.0
+sys       : 3.12.7 (main, Oct  1 2024, 15:17:55) [GCC 11.4.0]
+seaborn   : 0.13.2
 jax       : 0.4.31
+pyhgf     : 0.0.0.post1.dev0+0d45e3e
 numpy     : 1.26.0
-sys       : 3.12.7 (main, Oct  1 2024, 15:17:55) [GCC 11.4.0]
+matplotlib: 3.9.2
 
 Watermark: 2.5.0
 </pre></div>