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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/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
@@ -923,10 +923,10 @@ <h1>System configuration<a class="headerlink" href="#system-configuration" title
 jax   : 0.4.30
 jaxlib: 0.4.30
 
-matplotlib: 3.9.0
-seaborn   : 0.13.2
 sys       : 3.12.4 (main, Jun 20 2024, 16:57:58) [GCC 11.4.0]
+seaborn   : 0.13.2
 numpy     : 1.26.0
+matplotlib: 3.9.0
 
 Watermark: 2.4.3
 </pre></div>

diff --git a/dev/notebooks/0.2-Creating_networks.html b/dev/notebooks/0.2-Creating_networks.html
@@ -746,7 +746,7 @@ <h5>Continuous value coupling<a class="headerlink" href="#continuous-value-coupl
 </div>
 </div>
 <div class="cell_output docutils container">
-<img alt="../_images/f48a1daec0cc15b9387eb8003d19e285c95fe44a376859423fe7d33ab1dea24b.png" src="../_images/f48a1daec0cc15b9387eb8003d19e285c95fe44a376859423fe7d33ab1dea24b.png" />
+<img alt="../_images/a922aadbf99ada70fef1759d06a353c2f0c48adeace27ec940ae7cfe2a8f50a7.png" src="../_images/a922aadbf99ada70fef1759d06a353c2f0c48adeace27ec940ae7cfe2a8f50a7.png" />
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 </div>
 <div class="admonition note">
@@ -1086,8 +1086,8 @@ <h1>System configuration<a class="headerlink" href="#system-configuration" title
 jax   : 0.4.30
 jaxlib: 0.4.30
 
-sys       : 3.12.4 (main, Jun 20 2024, 16:57:58) [GCC 11.4.0]
 matplotlib: 3.9.0
+sys       : 3.12.4 (main, Jun 20 2024, 16:57:58) [GCC 11.4.0]
 numpy     : 1.26.0
 seaborn   : 0.13.2
 

diff --git a/dev/notebooks/0.3-Generalised_filtering.html b/dev/notebooks/0.3-Generalised_filtering.html
@@ -975,9 +975,9 @@ <h1>System configuration<a class="headerlink" href="#system-configuration" title
 jaxlib: 0.4.30
 
 numpy     : 1.26.0
-seaborn   : 0.13.2
-matplotlib: 3.9.0
 jax       : 0.4.30
+matplotlib: 3.9.0
+seaborn   : 0.13.2
 
 Watermark: 2.4.3
 </pre></div>

diff --git a/dev/notebooks/1.1-Binary_HGF.html b/dev/notebooks/1.1-Binary_HGF.html
diff --git a/dev/notebooks/1.2-Categorical_HGF.html b/dev/notebooks/1.2-Categorical_HGF.html
@@ -585,7 +585,7 @@ <h2>Simulating a dataset<a class="headerlink" href="#simulating-a-dataset" title
 </div>
 </div>
 <div class="cell_output docutils container">
-<img alt="../_images/ff236cd66f039c24d152ca4b06760d7e677da6f26c9008b1322c791541b82138.png" src="../_images/ff236cd66f039c24d152ca4b06760d7e677da6f26c9008b1322c791541b82138.png" />
+<img alt="../_images/88ddc1bc2dddcc250e1a5b17de71a584a178f85f3e841589fa2fd03ed13db40e.png" src="../_images/88ddc1bc2dddcc250e1a5b17de71a584a178f85f3e841589fa2fd03ed13db40e.png" />
 </div>
 </div>
 <div class="admonition note">
@@ -699,7 +699,7 @@ <h3>Fitting the model forwards<a class="headerlink" href="#fitting-the-model-for
 </div>
 </div>
 <div class="cell_output docutils container">
-<img alt="../_images/0f8ce77db61b7f0773da26dcd11c622b5a32b8fe0064d496a4d50db0f1fe43fc.png" src="../_images/0f8ce77db61b7f0773da26dcd11c622b5a32b8fe0064d496a4d50db0f1fe43fc.png" />
+<img alt="../_images/6a7e3cfbb1a9914576cf57f789e93e40e23f4d10d38f55e5a684f19ca46d8061.png" src="../_images/6a7e3cfbb1a9914576cf57f789e93e40e23f4d10d38f55e5a684f19ca46d8061.png" />
 </div>
 </div>
 </section>
@@ -857,14 +857,14 @@ <h1>System configuration<a class="headerlink" href="#system-configuration" title
 jax   : 0.4.30
 jaxlib: 0.4.30
 
-pymc      : 5.16.1
+matplotlib: 3.9.0
+sys       : 3.12.4 (main, Jun 20 2024, 16:57:58) [GCC 11.4.0]
 numpy     : 1.26.0
+seaborn   : 0.13.2
 arviz     : 0.18.0
-sys       : 3.12.4 (main, Jun 20 2024, 16:57:58) [GCC 11.4.0]
+pymc      : 5.16.1
 pytensor  : 2.23.0
-matplotlib: 3.9.0
 jax       : 0.4.30
-seaborn   : 0.13.2
 
 Watermark: 2.4.3
 </pre></div>

diff --git a/dev/notebooks/1.3-Continuous_HGF.html b/dev/notebooks/1.3-Continuous_HGF.html
diff --git a/dev/notebooks/2-Using_custom_response_functions.html b/dev/notebooks/2-Using_custom_response_functions.html