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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
diff --git a/...notebooks/Exercise_1_Introduction_to_the_generalised_hierarchical_gaussian_filter.doctree b/...notebooks/Exercise_1_Introduction_to_the_generalised_hierarchical_gaussian_filter.doctree
diff --git a/dev/.doctrees/notebooks/Exercise_2_Bayesian_reinforcement_learning.doctree b/dev/.doctrees/notebooks/Exercise_2_Bayesian_reinforcement_learning.doctree
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diff --git a/dev/notebooks/0.1-Theory.html b/dev/notebooks/0.1-Theory.html
@@ -927,15 +927,15 @@ <h1>System configuration<a class="headerlink" href="#system-configuration" title
 Python version       : 3.12.7
 IPython version      : 8.29.0
 
-pyhgf : 0.0.0.post1.dev0+304ea45
+pyhgf : 0.0.0.post1.dev0+ae15464
 jax   : 0.4.31
 jaxlib: 0.4.31
 
-IPython   : 8.29.0
-sys       : 3.12.7 (main, Oct  1 2024, 15:17:55) [GCC 11.4.0]
-numpy     : 1.26.0
 seaborn   : 0.13.2
 matplotlib: 3.9.2
+numpy     : 1.26.0
+IPython   : 8.29.0
+sys       : 3.12.7 (main, Oct  1 2024, 15:17:55) [GCC 11.4.0]
 
 Watermark: 2.5.0
 </pre></div>

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
 </div>
 </div>
 <div class="cell_output docutils container">
-<img alt="../_images/2167ccc99323c237c9015c8b5c3e2c5ff0df0ea271d023c5adf6a809dfe368ab.png" src="../_images/2167ccc99323c237c9015c8b5c3e2c5ff0df0ea271d023c5adf6a809dfe368ab.png" />
+<img alt="../_images/325b1e8578798cd930ddf10fd5e57785d965b16804a582fe0b4298f835154a2c.png" src="../_images/325b1e8578798cd930ddf10fd5e57785d965b16804a582fe0b4298f835154a2c.png" />
 </div>
 </div>
 <div class="admonition note">
@@ -1131,16 +1131,16 @@ <h1>System configuration<a class="headerlink" href="#system-configuration" title
 Python version       : 3.12.7
 IPython version      : 8.29.0
 
-pyhgf : 0.0.0.post1.dev0+304ea45
+pyhgf : 0.0.0.post1.dev0+ae15464
 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
-pyhgf     : 0.0.0.post1.dev0+304ea45
-seaborn   : 0.13.2
 matplotlib: 3.9.2
+pyhgf     : 0.0.0.post1.dev0+ae15464
+seaborn   : 0.13.2
 numpy     : 1.26.0
+IPython   : 8.29.0
 
 Watermark: 2.5.0
 </pre></div>

diff --git a/dev/notebooks/0.3-Generalised_filtering.html b/dev/notebooks/0.3-Generalised_filtering.html
@@ -990,17 +990,17 @@ <h1>System configuration<a class="headerlink" href="#system-configuration" title
 Python version       : 3.12.7
 IPython version      : 8.29.0
 
-pyhgf : 0.0.0.post1.dev0+304ea45
+pyhgf : 0.0.0.post1.dev0+ae15464
 jax   : 0.4.31
 jaxlib: 0.4.31
 
+seaborn   : 0.13.2
+pyhgf     : 0.0.0.post1.dev0+ae15464
 numpy     : 1.26.0
+IPython   : 8.29.0
 jax       : 0.4.31
-seaborn   : 0.13.2
-pyhgf     : 0.0.0.post1.dev0+304ea45
 matplotlib: 3.9.2
 sys       : 3.12.7 (main, Oct  1 2024, 15:17:55) [GCC 11.4.0]
-IPython   : 8.29.0
 
 Watermark: 2.5.0
 </pre></div>