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diff --git a/.doctrees/environment.pickle b/.doctrees/environment.pickle
diff --git a/.doctrees/notebooks/0.1-Creating_networks.doctree b/.doctrees/notebooks/0.1-Creating_networks.doctree
diff --git a/.doctrees/notebooks/0.2-Theory.doctree b/.doctrees/notebooks/0.2-Theory.doctree
diff --git a/.doctrees/notebooks/1.1-Binary_HGF.doctree b/.doctrees/notebooks/1.1-Binary_HGF.doctree
diff --git a/.doctrees/notebooks/1.2-Categorical_HGF.doctree b/.doctrees/notebooks/1.2-Categorical_HGF.doctree
diff --git a/.doctrees/notebooks/1.3-Continuous_HGF.doctree b/.doctrees/notebooks/1.3-Continuous_HGF.doctree
diff --git a/.doctrees/notebooks/2-Using_custom_response_functions.doctree b/.doctrees/notebooks/2-Using_custom_response_functions.doctree
diff --git a/.doctrees/notebooks/3-Multilevel_HGF.doctree b/.doctrees/notebooks/3-Multilevel_HGF.doctree
diff --git a/.doctrees/notebooks/4-Parameter_recovery.doctree b/.doctrees/notebooks/4-Parameter_recovery.doctree
diff --git a/.doctrees/notebooks/Example_1_Heart_rate_variability.doctree b/.doctrees/notebooks/Example_1_Heart_rate_variability.doctree
diff --git a/.doctrees/notebooks/Example_2_Input_node_volatility_coupling.doctree b/.doctrees/notebooks/Example_2_Input_node_volatility_coupling.doctree
diff --git a/.doctrees/notebooks/Example_3_Multi_armed_bandit.doctree b/.doctrees/notebooks/Example_3_Multi_armed_bandit.doctree
diff --git a/.doctrees/notebooks/Exercise_1_Using_the_HGF.doctree b/.doctrees/notebooks/Exercise_1_Using_the_HGF.doctree
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diff --git a/notebooks/0.1-Creating_networks.html b/notebooks/0.1-Creating_networks.html
@@ -684,7 +684,7 @@ <h5>Continuous value coupling<a class="headerlink" href="#continuous-value-coupl
 Adding 1000 new observations.
 </pre></div>
 </div>
-<img alt="../_images/5a5b1aa005fca4353090500f01ee33f4a1e77ecfcb3949ef134b19d5d3994fcd.png" src="../_images/5a5b1aa005fca4353090500f01ee33f4a1e77ecfcb3949ef134b19d5d3994fcd.png" />
+<img alt="../_images/943ee8e802bbce75d6e009cdcedebbe6f3a8a68a31aa82fc3f29321a90540dba.png" src="../_images/943ee8e802bbce75d6e009cdcedebbe6f3a8a68a31aa82fc3f29321a90540dba.png" />
 </div>
 </div>
 <div class="admonition note">
@@ -834,7 +834,7 @@ <h5>Coupling with binary nodes<a class="headerlink" href="#coupling-with-binary-
 Adding 1000 new observations.
 </pre></div>
 </div>
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>&lt;pyhgf.model.HGF at 0x76509c3c72b0&gt;
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>&lt;pyhgf.model.HGF at 0x7e84309d7a60&gt;
 </pre></div>
 </div>
 </div>
@@ -961,10 +961,10 @@ <h1>System configuration<a class="headerlink" href="#system-configuration" title
 jax   : 0.4.19
 jaxlib: 0.4.19
 
-numpy     : 1.22.0
-sys       : 3.10.13 (main, Aug 28 2023, 08:28:42) [GCC 11.4.0]
 matplotlib: 3.8.3
+numpy     : 1.22.0
 seaborn   : 0.13.2
+sys       : 3.10.13 (main, Aug 28 2023, 08:28:42) [GCC 11.4.0]
 
 Watermark: 2.4.3
 </pre></div>

diff --git a/notebooks/0.2-Theory.html b/notebooks/0.2-Theory.html
@@ -852,9 +852,9 @@ <h1>System configuration<a class="headerlink" href="#system-configuration" title
 jaxlib: 0.4.19
 
 sys       : 3.10.13 (main, Aug 28 2023, 08:28:42) [GCC 11.4.0]
-seaborn   : 0.13.2
-matplotlib: 3.8.3
 numpy     : 1.22.0
+matplotlib: 3.8.3
+seaborn   : 0.13.2
 
 Watermark: 2.4.3
 </pre></div>

diff --git a/notebooks/1.1-Binary_HGF.html b/notebooks/1.1-Binary_HGF.html
@@ -797,7 +797,7 @@ <h4>Sampling<a class="headerlink" href="#sampling" title="Link to this heading">
 </div>
 </div>
 <div class="cell_output docutils container">
-<img alt="../_images/3e4b9a6708c87bff39d9a4f267985ce99f855a0fbbeffd5411551a77cd05d5f5.png" src="../_images/3e4b9a6708c87bff39d9a4f267985ce99f855a0fbbeffd5411551a77cd05d5f5.png" />
+<img alt="../_images/ad16ab3d63ef40425033c493ced96d0e9923a32e3bed67759c13b98ea5b27b2e.png" src="../_images/ad16ab3d63ef40425033c493ced96d0e9923a32e3bed67759c13b98ea5b27b2e.png" />
 </div>
 </div>
 </section>
@@ -843,7 +843,7 @@ <h3>Using the learned parameters<a class="headerlink" href="#using-the-learned-p
 </div>
 </div>
 <div class="cell_output docutils container">
-<img alt="../_images/a921e13b66cce10abecc563611494163e1415cf54029b4b94a6f4880e6883ba8.png" src="../_images/a921e13b66cce10abecc563611494163e1415cf54029b4b94a6f4880e6883ba8.png" />
+<img alt="../_images/4a42055aefc9c0956209227807455f73438c6aa96d1e61a57eae45a87cfe672c.png" src="../_images/4a42055aefc9c0956209227807455f73438c6aa96d1e61a57eae45a87cfe672c.png" />
 </div>
 </div>
 <div class="cell docutils container">
@@ -853,7 +853,7 @@ <h3>Using the learned parameters<a class="headerlink" href="#using-the-learned-p
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Array(202.53107, dtype=float32)
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Array(202.53014, dtype=float32)
 </pre></div>
 </div>
 </div>
@@ -905,7 +905,7 @@ <h4>Visualizing the model<a class="headerlink" href="#id8" title="Link to this h
 </div>
 </div>
 <div class="cell_output docutils container">
-<img alt="../_images/e3093df40c606a365fce51328bb90c832e9b204e89fed0d0688e3e2fdb1677dd.svg" src="../_images/e3093df40c606a365fce51328bb90c832e9b204e89fed0d0688e3e2fdb1677dd.svg" /></div>
+<img alt="../_images/2ec19856911096fbe9c3234ef83ab3600af54719c813af4a3f819412cb3c0342.svg" src="../_images/2ec19856911096fbe9c3234ef83ab3600af54719c813af4a3f819412cb3c0342.svg" /></div>
 </div>
 </section>
 <section id="id9">
@@ -949,9 +949,9 @@ <h4>Sampling<a class="headerlink" href="#id9" title="Link to this heading">#</a>
 </div><div class="output text_html">
     <div>
       <progress value='4000' class='' max='4000' style='width:300px; height:20px; vertical-align: middle;'></progress>
-      100.00% [4000/4000 00:09&lt;00:00 Sampling 2 chains, 0 divergences]
+      100.00% [4000/4000 00:10&lt;00:00 Sampling 2 chains, 0 divergences]
     </div>
-    </div><div class="output stderr highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Sampling 2 chains for 1_000 tune and 1_000 draw iterations (2_000 + 2_000 draws total) took 9 seconds.
+    </div><div class="output stderr highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Sampling 2 chains for 1_000 tune and 1_000 draw iterations (2_000 + 2_000 draws total) took 10 seconds.
 </pre></div>
 </div>
 <div class="output stderr highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>We recommend running at least 4 chains for robust computation of convergence diagnostics
@@ -967,7 +967,7 @@ <h4>Sampling<a class="headerlink" href="#id9" title="Link to this heading">#</a>
 </div>
 </div>
 <div class="cell_output docutils container">
-<img alt="../_images/efb27cd472ed5bdaafe880977be039cbc313b302b8a79bfd1dac57ce40830d0e.png" src="../_images/efb27cd472ed5bdaafe880977be039cbc313b302b8a79bfd1dac57ce40830d0e.png" />
+<img alt="../_images/6c73737d673b16f3ccf72affbb60b42319e186232fa56027a8a53118f285c9ec.png" src="../_images/6c73737d673b16f3ccf72affbb60b42319e186232fa56027a8a53118f285c9ec.png" />
 </div>
 </div>
 </section>
@@ -1014,7 +1014,7 @@ <h3>Using the learned parameters<a class="headerlink" href="#id10" title="Link t
 </div>
 </div>
 <div class="cell_output docutils container">
-<img alt="../_images/7123eda24124e049f2b7a1e419742fadd4aada6a9cdbd356ab4795f4f4d471a8.png" src="../_images/7123eda24124e049f2b7a1e419742fadd4aada6a9cdbd356ab4795f4f4d471a8.png" />
+<img alt="../_images/76f4b3a2116004748dfe6aee33125331b6af4f70beed3b42de95470cb51c1707.png" src="../_images/76f4b3a2116004748dfe6aee33125331b6af4f70beed3b42de95470cb51c1707.png" />
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@@ -1024,7 +1024,7 @@ <h3>Using the learned parameters<a class="headerlink" href="#id10" title="Link t
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-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Array(203.01614, dtype=float32)
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Array(203.01239, dtype=float32)
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@@ -1052,12 +1052,12 @@ <h1>System configuration<a class="headerlink" href="#system-configuration" title
 jax   : 0.4.19
 jaxlib: 0.4.19
 
+pymc      : 5.11.0
 jax       : 0.4.19
-sys       : 3.10.13 (main, Aug 28 2023, 08:28:42) [GCC 11.4.0]
 matplotlib: 3.8.3
-arviz     : 0.17.1
 seaborn   : 0.13.2
-pymc      : 5.11.0
+sys       : 3.10.13 (main, Aug 28 2023, 08:28:42) [GCC 11.4.0]
+arviz     : 0.17.1
 
 Watermark: 2.4.3
 </pre></div>

diff --git a/notebooks/1.2-Categorical_HGF.html b/notebooks/1.2-Categorical_HGF.html
@@ -526,7 +526,7 @@ <h2>Simulating a dataset<a class="headerlink" href="#simulating-a-dataset" title
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+<img alt="../_images/36ff3a0c0c954a466a6176808213bf24a84e5bb2860b1273785f57803ceece7b.png" src="../_images/36ff3a0c0c954a466a6176808213bf24a84e5bb2860b1273785f57803ceece7b.png" />
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@@ -642,7 +642,7 @@ <h3>Fitting the model forwards<a class="headerlink" href="#fitting-the-model-for
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-<img alt="../_images/18426cb15a69862d227eae42b30b89a6430e696b308d3f16bf426d2a6db7dccc.png" src="../_images/18426cb15a69862d227eae42b30b89a6430e696b308d3f16bf426d2a6db7dccc.png" />
+<img alt="../_images/d9eb67cce0ef313f09d7b648e08af851f46a9b1169b87b01bd5c182bf5fae60f.png" src="../_images/d9eb67cce0ef313f09d7b648e08af851f46a9b1169b87b01bd5c182bf5fae60f.png" />
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@@ -796,14 +796,14 @@ <h1>System configuration<a class="headerlink" href="#system-configuration" title
 jax   : 0.4.19
 jaxlib: 0.4.19
 
-sys       : 3.10.13 (main, Aug 28 2023, 08:28:42) [GCC 11.4.0]
 pymc      : 5.11.0
-arviz     : 0.17.1
-seaborn   : 0.13.2
+jax       : 0.4.19
+matplotlib: 3.8.3
+sys       : 3.10.13 (main, Aug 28 2023, 08:28:42) [GCC 11.4.0]
 pytensor  : 2.18.6
 numpy     : 1.22.0
-matplotlib: 3.8.3
-jax       : 0.4.19
+arviz     : 0.17.1
+seaborn   : 0.13.2
 
 Watermark: 2.4.3
 </pre></div>