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diff --git a/.buildinfo b/.buildinfo
@@ -1,4 +1,4 @@
 # Sphinx build info version 1
 # This file hashes the configuration used when building these files. When it is not found, a full rebuild will be done.
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+config: ee7796277e90c66e952bf00333bceb58
 tags: 645f666f9bcd5a90fca523b33c5a78b7
diff --git a/.doctrees/autoapi/blackjax/mcmc/termination/index.doctree b/.doctrees/autoapi/blackjax/mcmc/termination/index.doctree
diff --git a/.doctrees/autoapi/blackjax/mcmc/trajectory/index.doctree b/.doctrees/autoapi/blackjax/mcmc/trajectory/index.doctree
diff --git a/.doctrees/environment.pickle b/.doctrees/environment.pickle
diff --git a/.doctrees/examples/howto_custom_gradients.doctree b/.doctrees/examples/howto_custom_gradients.doctree
diff --git a/.doctrees/examples/howto_metropolis_within_gibbs.doctree b/.doctrees/examples/howto_metropolis_within_gibbs.doctree
diff --git a/.doctrees/examples/howto_other_frameworks.doctree b/.doctrees/examples/howto_other_frameworks.doctree
diff --git a/.doctrees/examples/howto_sample_multiple_chains.doctree b/.doctrees/examples/howto_sample_multiple_chains.doctree
diff --git a/.doctrees/examples/howto_use_aesara.doctree b/.doctrees/examples/howto_use_aesara.doctree
diff --git a/.doctrees/examples/howto_use_numpyro.doctree b/.doctrees/examples/howto_use_numpyro.doctree
diff --git a/.doctrees/examples/howto_use_oryx.doctree b/.doctrees/examples/howto_use_oryx.doctree
diff --git a/.doctrees/examples/howto_use_pymc.doctree b/.doctrees/examples/howto_use_pymc.doctree
diff --git a/.doctrees/examples/howto_use_tfp.doctree b/.doctrees/examples/howto_use_tfp.doctree
diff --git a/.doctrees/examples/quickstart.doctree b/.doctrees/examples/quickstart.doctree
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diff --git a/_modules/blackjax/_version.html b/_modules/blackjax/_version.html
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@@ -56,10 +56,9 @@
 
 
 
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+  <a id="pst-skip-link" class="skip-link" href="#main-content">Skip to main content</a>
 
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-
 
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 </form></div>
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-    <nav class="bd-header navbar navbar-expand-lg bd-navbar">
-    </nav>
+    <header class="bd-header navbar navbar-expand-lg bd-navbar">
+    </header>
 
+
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+
+
+
+
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@@ -358,7 +362,7 @@ <h1></h1>
 
 
 <div id="searchbox"></div>
-                <article class="bd-article" role="main">
+                <article class="bd-article">
 
   <h1>Source code for blackjax._version</h1><div class="highlight"><pre>
 <span></span><span class="c1"># file generated by setuptools_scm</span>
@@ -387,8 +391,8 @@ <h1>Source code for blackjax._version</h1><div class="highlight"><pre>
 <span class="n">version_tuple</span><span class="p">:</span> <span class="n">VERSION_TUPLE</span></div>
 
 
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 </pre></div>
 
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@@ -408,6 +412,8 @@ <h1>Source code for blackjax._version</h1><div class="highlight"><pre>
 
 
 
+                <div class="bd-sidebar-secondary bd-toc"></div>
+
 
           </div>
           <footer class="bd-footer-content">
@@ -427,7 +433,7 @@ <h1>Source code for blackjax._version</h1><div class="highlight"><pre>
 
   <p class="copyright">
 
-      © Copyright 2023, The Blackjax developers.
+      © Copyright 2024, The Blackjax developers.
       <br/>
 
   </p>
@@ -451,8 +457,8 @@ <h1>Source code for blackjax._version</h1><div class="highlight"><pre>
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@@ -56,10 +56,9 @@
 
 
 
-  <a class="skip-link" href="#main-content">Skip to main content</a>
+  <a id="pst-skip-link" class="skip-link" href="#main-content">Skip to main content</a>
 
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-
 
   <button type="button" class="btn rounded-pill" id="pst-back-to-top">
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 </form></div>
   </div>
 
-    <nav class="bd-header navbar navbar-expand-lg bd-navbar">
-    </nav>
+    <header class="bd-header navbar navbar-expand-lg bd-navbar">
+    </header>
 
+
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+
+
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@@ -358,7 +362,7 @@ <h1></h1>
 
 
 <div id="searchbox"></div>
-                <article class="bd-article" role="main">
+                <article class="bd-article">
 
   <h1>Source code for blackjax.adaptation.base</h1><div class="highlight"><pre>
 <span></span><span class="c1"># Copyright 2020- The Blackjax Authors.</span>
@@ -428,6 +432,8 @@ <h1>Source code for blackjax.adaptation.base</h1><div class="highlight"><pre>
 
 
 
+                <div class="bd-sidebar-secondary bd-toc"></div>
+
 
           </div>
           <footer class="bd-footer-content">
@@ -447,7 +453,7 @@ <h1>Source code for blackjax.adaptation.base</h1><div class="highlight"><pre>
 
   <p class="copyright">
 
-      © Copyright 2023, The Blackjax developers.
+      © Copyright 2024, The Blackjax developers.
       <br/>
 
   </p>
@@ -471,8 +477,8 @@ <h1>Source code for blackjax.adaptation.base</h1><div class="highlight"><pre>
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     <script src="../../../_static/doctools.js?v=888ff710"></script>
@@ -56,10 +56,9 @@
 
 
 
-  <a class="skip-link" href="#main-content">Skip to main content</a>
+  <a id="pst-skip-link" class="skip-link" href="#main-content">Skip to main content</a>
 
   <div id="pst-scroll-pixel-helper"></div>
-
 
   <button type="button" class="btn rounded-pill" id="pst-back-to-top">
     <i class="fa-solid fa-arrow-up"></i>
@@ -100,12 +99,17 @@
 </form></div>
   </div>
 
-    <nav class="bd-header navbar navbar-expand-lg bd-navbar">
-    </nav>
+    <header class="bd-header navbar navbar-expand-lg bd-navbar">
+    </header>
 
+
   <div class="bd-container">
     <div class="bd-container__inner bd-page-width">
 
+
+
+
+
       <div class="bd-sidebar-primary bd-sidebar">
 
 
@@ -358,7 +362,7 @@ <h1></h1>
 
 
 <div id="searchbox"></div>
-                <article class="bd-article" role="main">
+                <article class="bd-article">
 
   <h1>Source code for blackjax.adaptation.chees_adaptation</h1><div class="highlight"><pre>
 <span></span><span class="sd">&quot;&quot;&quot;Public API for ChEES-HMC&quot;&quot;&quot;</span>
@@ -864,6 +868,8 @@ <h1>Source code for blackjax.adaptation.chees_adaptation</h1><div class="highlig
 
 
 
+                <div class="bd-sidebar-secondary bd-toc"></div>
+
 
           </div>
           <footer class="bd-footer-content">
@@ -883,7 +889,7 @@ <h1>Source code for blackjax.adaptation.chees_adaptation</h1><div class="highlig
 
   <p class="copyright">
 
-      © Copyright 2023, The Blackjax developers.
+      © Copyright 2024, The Blackjax developers.
       <br/>
 
   </p>
@@ -907,8 +913,8 @@ <h1>Source code for blackjax.adaptation.chees_adaptation</h1><div class="highlig
   </div>
 
   <!-- Scripts loaded after <body> so the DOM is not blocked -->
-  <script src="../../../_static/scripts/bootstrap.js?digest=5b4479735964841361fd"></script>
-<script src="../../../_static/scripts/pydata-sphinx-theme.js?digest=5b4479735964841361fd"></script>
+  <script src="../../../_static/scripts/bootstrap.js?digest=8d27b9dea8ad943066ae"></script>
+<script src="../../../_static/scripts/pydata-sphinx-theme.js?digest=8d27b9dea8ad943066ae"></script>
 
   <footer class="bd-footer">
   </footer>