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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.
-config: 1268db248a0bd83057ddaef9d24b958a
+config: c0877e26286301e7e17a51b63cdd6d9b
 tags: 645f666f9bcd5a90fca523b33c5a78b7
diff --git a/_images/tutorials_02_vqe_advanced_options_10_0.png b/_images/tutorials_02_vqe_advanced_options_10_0.png
diff --git a/_images/tutorials_02_vqe_advanced_options_14_0.png b/_images/tutorials_02_vqe_advanced_options_14_0.png
diff --git a/_images/tutorials_04_vqd_18_0.png b/_images/tutorials_04_vqd_18_0.png
diff --git a/_images/tutorials_07_grover_examples_10_0.png b/_images/tutorials_07_grover_examples_10_0.png
diff --git a/_images/tutorials_07_grover_examples_12_0.png b/_images/tutorials_07_grover_examples_12_0.png
diff --git a/_images/tutorials_07_grover_examples_12_1.png b/_images/tutorials_07_grover_examples_12_1.png
diff --git a/_images/tutorials_10_pvqd_19_1.png b/_images/tutorials_10_pvqd_19_1.png
diff --git a/_images/tutorials_10_pvqd_23_1.png b/_images/tutorials_10_pvqd_23_1.png
diff --git a/_images/tutorials_10_pvqd_31_1.png b/_images/tutorials_10_pvqd_31_1.png
diff --git a/_images/tutorials_10_pvqd_33_1.png b/_images/tutorials_10_pvqd_33_1.png
diff --git a/_images/tutorials_13_trotterQRTE_10_0.png b/_images/tutorials_13_trotterQRTE_10_0.png
diff --git a/_images/tutorials_13_trotterQRTE_12_0.png b/_images/tutorials_13_trotterQRTE_12_0.png
diff --git a/_images/tutorials_13_trotterQRTE_41_1.png b/_images/tutorials_13_trotterQRTE_41_1.png
diff --git a/_images/tutorials_13_trotterQRTE_43_1.png b/_images/tutorials_13_trotterQRTE_43_1.png
diff --git a/_modules/index.html b/_modules/index.html
@@ -5,7 +5,7 @@
     <meta name="color-scheme" content="light dark"><link rel="index" title="Index" href="../genindex.html" /><link rel="search" title="Search" href="../search.html" />
 
     <!-- Generated with Sphinx 7.1.2 and Furo 2024.01.29 -->
-        <title>Overview: module code - Qiskit Algorithms 0.3.0</title>
+        <title>Overview: module code - Qiskit Algorithms 0.3.1</title>
       <link rel="stylesheet" type="text/css" href="../_static/styles/furo.css?v=135e06be" />
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@@ -144,7 +144,7 @@
       </label>
     </div>
     <div class="header-center">
-      <a href="../index.html"><div class="brand">Qiskit Algorithms 0.3.0</div></a>
+      <a href="../index.html"><div class="brand">Qiskit Algorithms 0.3.1</div></a>
     </div>
     <div class="header-right">
       <div class="theme-toggle-container theme-toggle-header">
@@ -171,7 +171,7 @@
     </div>
   </a>
 
-  <span class="sidebar-brand-text">Qiskit Algorithms 0.3.0</span>
+  <span class="sidebar-brand-text">Qiskit Algorithms 0.3.1</span>
 </div><form class="sidebar-search-container" method="get" action="../search.html" role="search">
   <input class="sidebar-search" placeholder="Search" name="q" aria-label="Search">
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@@ -476,7 +476,7 @@ <h1>All modules for which code is available</h1>
 
             <a href="https://github.com/pradyunsg/furo">Furo</a>
             <div class="last-updated">
-              Last updated on 2024/04/10</div>
+              Last updated on 2024/10/21</div>
           </div>
           <div class="right-details">
 
@@ -493,7 +493,7 @@ <h1>All modules for which code is available</h1>
   </div>
 </div><script src="../_static/jquery.js?v=5d32c60e"></script>
     <script src="../_static/_sphinx_javascript_frameworks_compat.js?v=2cd50e6c"></script>
-    <script data-url_root="../" id="documentation_options" src="../_static/documentation_options.js?v=c02300dd"></script>
+    <script data-url_root="../" id="documentation_options" src="../_static/documentation_options.js?v=645b84c4"></script>
     <script src="../_static/doctools.js?v=888ff710"></script>
     <script src="../_static/sphinx_highlight.js?v=4825356b"></script>
     <script src="../_static/scripts/qiskit-sphinx-theme.js?v=4d77b8ca"></script>

diff --git a/_modules/qiskit_algorithms/algorithm_job.html b/_modules/qiskit_algorithms/algorithm_job.html
@@ -5,7 +5,7 @@
     <meta name="color-scheme" content="light dark"><link rel="index" title="Index" href="../../genindex.html" /><link rel="search" title="Search" href="../../search.html" />
 
     <!-- Generated with Sphinx 7.1.2 and Furo 2024.01.29 -->
-        <title>qiskit_algorithms.algorithm_job - Qiskit Algorithms 0.3.0</title>
+        <title>qiskit_algorithms.algorithm_job - Qiskit Algorithms 0.3.1</title>
       <link rel="stylesheet" type="text/css" href="../../_static/styles/furo.css?v=135e06be" />
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@@ -144,7 +144,7 @@
       </label>
     </div>
     <div class="header-center">
-      <a href="../../index.html"><div class="brand">Qiskit Algorithms 0.3.0</div></a>
+      <a href="../../index.html"><div class="brand">Qiskit Algorithms 0.3.1</div></a>
     </div>
     <div class="header-right">
       <div class="theme-toggle-container theme-toggle-header">
@@ -171,7 +171,7 @@
     </div>
   </a>
 
-  <span class="sidebar-brand-text">Qiskit Algorithms 0.3.0</span>
+  <span class="sidebar-brand-text">Qiskit Algorithms 0.3.1</span>
 </div><form class="sidebar-search-container" method="get" action="../../search.html" role="search">
   <input class="sidebar-search" placeholder="Search" name="q" aria-label="Search">
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@@ -426,7 +426,7 @@ <h1>Source code for qiskit_algorithms.algorithm_job</h1><div class="highlight"><
 
             <a href="https://github.com/pradyunsg/furo">Furo</a>
             <div class="last-updated">
-              Last updated on 2024/04/10</div>
+              Last updated on 2024/10/21</div>
           </div>
           <div class="right-details">
 
@@ -443,7 +443,7 @@ <h1>Source code for qiskit_algorithms.algorithm_job</h1><div class="highlight"><
   </div>
 </div><script src="../../_static/jquery.js?v=5d32c60e"></script>
     <script src="../../_static/_sphinx_javascript_frameworks_compat.js?v=2cd50e6c"></script>
-    <script data-url_root="../../" id="documentation_options" src="../../_static/documentation_options.js?v=c02300dd"></script>
+    <script data-url_root="../../" id="documentation_options" src="../../_static/documentation_options.js?v=645b84c4"></script>
     <script src="../../_static/doctools.js?v=888ff710"></script>
     <script src="../../_static/sphinx_highlight.js?v=4825356b"></script>
     <script src="../../_static/scripts/qiskit-sphinx-theme.js?v=4d77b8ca"></script>

diff --git a/_modules/qiskit_algorithms/amplitude_amplifiers/amplification_problem.html b/_modules/qiskit_algorithms/amplitude_amplifiers/amplification_problem.html
@@ -5,7 +5,7 @@
     <meta name="color-scheme" content="light dark"><link rel="index" title="Index" href="../../../genindex.html" /><link rel="search" title="Search" href="../../../search.html" />
 
     <!-- Generated with Sphinx 7.1.2 and Furo 2024.01.29 -->
-        <title>qiskit_algorithms.amplitude_amplifiers.amplification_problem - Qiskit Algorithms 0.3.0</title>
+        <title>qiskit_algorithms.amplitude_amplifiers.amplification_problem - Qiskit Algorithms 0.3.1</title>
       <link rel="stylesheet" type="text/css" href="../../../_static/styles/furo.css?v=135e06be" />
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@@ -144,7 +144,7 @@
       </label>
     </div>
     <div class="header-center">
-      <a href="../../../index.html"><div class="brand">Qiskit Algorithms 0.3.0</div></a>
+      <a href="../../../index.html"><div class="brand">Qiskit Algorithms 0.3.1</div></a>
     </div>
     <div class="header-right">
       <div class="theme-toggle-container theme-toggle-header">
@@ -171,7 +171,7 @@
     </div>
   </a>
 
-  <span class="sidebar-brand-text">Qiskit Algorithms 0.3.0</span>
+  <span class="sidebar-brand-text">Qiskit Algorithms 0.3.1</span>
 </div><form class="sidebar-search-container" method="get" action="../../../search.html" role="search">
   <input class="sidebar-search" placeholder="Search" name="q" aria-label="Search">
   <input type="hidden" name="check_keywords" value="yes">
@@ -366,7 +366,7 @@
           <h1>Source code for qiskit_algorithms.amplitude_amplifiers.amplification_problem</h1><div class="highlight"><pre>
 <span></span><span class="c1"># This code is part of a Qiskit project.</span>
 <span class="c1">#</span>
-<span class="c1"># (C) Copyright IBM 2021, 2023.</span>
+<span class="c1"># (C) Copyright IBM 2021, 2024.</span>
 <span class="c1">#</span>
 <span class="c1"># This code is licensed under the Apache License, Version 2.0. You may</span>
 <span class="c1"># obtain a copy of this license in the LICENSE.txt file in the root directory</span>
@@ -395,6 +395,7 @@ <h1>Source code for qiskit_algorithms.amplitude_amplifiers.amplification_problem
 <span class="sd">    on the optimal bitstring.</span>
 <span class="sd">    &quot;&quot;&quot;</span>
 
+    <span class="c1"># pylint: disable=too-many-positional-arguments</span>
     <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span>
         <span class="bp">self</span><span class="p">,</span>
         <span class="n">oracle</span><span class="p">:</span> <span class="n">QuantumCircuit</span> <span class="o">|</span> <span class="n">Statevector</span><span class="p">,</span>
@@ -594,7 +595,7 @@ <h1>Source code for qiskit_algorithms.amplitude_amplifiers.amplification_problem
 
             <a href="https://github.com/pradyunsg/furo">Furo</a>
             <div class="last-updated">
-              Last updated on 2024/04/10</div>
+              Last updated on 2024/10/21</div>
           </div>
           <div class="right-details">
 
@@ -611,7 +612,7 @@ <h1>Source code for qiskit_algorithms.amplitude_amplifiers.amplification_problem
   </div>
 </div><script src="../../../_static/jquery.js?v=5d32c60e"></script>
     <script src="../../../_static/_sphinx_javascript_frameworks_compat.js?v=2cd50e6c"></script>
-    <script data-url_root="../../../" id="documentation_options" src="../../../_static/documentation_options.js?v=c02300dd"></script>
+    <script data-url_root="../../../" id="documentation_options" src="../../../_static/documentation_options.js?v=645b84c4"></script>
     <script src="../../../_static/doctools.js?v=888ff710"></script>
     <script src="../../../_static/sphinx_highlight.js?v=4825356b"></script>
     <script src="../../../_static/scripts/qiskit-sphinx-theme.js?v=4d77b8ca"></script>

diff --git a/_modules/qiskit_algorithms/amplitude_amplifiers/amplitude_amplifier.html b/_modules/qiskit_algorithms/amplitude_amplifiers/amplitude_amplifier.html
@@ -5,7 +5,7 @@
     <meta name="color-scheme" content="light dark"><link rel="index" title="Index" href="../../../genindex.html" /><link rel="search" title="Search" href="../../../search.html" />
 
     <!-- Generated with Sphinx 7.1.2 and Furo 2024.01.29 -->
-        <title>qiskit_algorithms.amplitude_amplifiers.amplitude_amplifier - Qiskit Algorithms 0.3.0</title>
+        <title>qiskit_algorithms.amplitude_amplifiers.amplitude_amplifier - Qiskit Algorithms 0.3.1</title>
       <link rel="stylesheet" type="text/css" href="../../../_static/styles/furo.css?v=135e06be" />
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     <link rel="stylesheet" type="text/css" href="../../../_static/styles/qiskit-sphinx-theme.css?v=fe84956c" />
@@ -144,7 +144,7 @@
       </label>
     </div>
     <div class="header-center">
-      <a href="../../../index.html"><div class="brand">Qiskit Algorithms 0.3.0</div></a>
+      <a href="../../../index.html"><div class="brand">Qiskit Algorithms 0.3.1</div></a>
     </div>
     <div class="header-right">
       <div class="theme-toggle-container theme-toggle-header">
@@ -171,7 +171,7 @@
     </div>
   </a>
 
-  <span class="sidebar-brand-text">Qiskit Algorithms 0.3.0</span>
+  <span class="sidebar-brand-text">Qiskit Algorithms 0.3.1</span>
 </div><form class="sidebar-search-container" method="get" action="../../../search.html" role="search">
   <input class="sidebar-search" placeholder="Search" name="q" aria-label="Search">
   <input type="hidden" name="check_keywords" value="yes">
@@ -506,7 +506,7 @@ <h1>Source code for qiskit_algorithms.amplitude_amplifiers.amplitude_amplifier</
 
             <a href="https://github.com/pradyunsg/furo">Furo</a>
             <div class="last-updated">
-              Last updated on 2024/04/10</div>
+              Last updated on 2024/10/21</div>
           </div>
           <div class="right-details">
 
@@ -523,7 +523,7 @@ <h1>Source code for qiskit_algorithms.amplitude_amplifiers.amplitude_amplifier</
   </div>
 </div><script src="../../../_static/jquery.js?v=5d32c60e"></script>
     <script src="../../../_static/_sphinx_javascript_frameworks_compat.js?v=2cd50e6c"></script>
-    <script data-url_root="../../../" id="documentation_options" src="../../../_static/documentation_options.js?v=c02300dd"></script>
+    <script data-url_root="../../../" id="documentation_options" src="../../../_static/documentation_options.js?v=645b84c4"></script>
     <script src="../../../_static/doctools.js?v=888ff710"></script>
     <script src="../../../_static/sphinx_highlight.js?v=4825356b"></script>
     <script src="../../../_static/scripts/qiskit-sphinx-theme.js?v=4d77b8ca"></script>

diff --git a/_modules/qiskit_algorithms/amplitude_amplifiers/grover.html b/_modules/qiskit_algorithms/amplitude_amplifiers/grover.html
@@ -5,7 +5,7 @@
     <meta name="color-scheme" content="light dark"><link rel="index" title="Index" href="../../../genindex.html" /><link rel="search" title="Search" href="../../../search.html" />
 
     <!-- Generated with Sphinx 7.1.2 and Furo 2024.01.29 -->
-        <title>qiskit_algorithms.amplitude_amplifiers.grover - Qiskit Algorithms 0.3.0</title>
+        <title>qiskit_algorithms.amplitude_amplifiers.grover - Qiskit Algorithms 0.3.1</title>
       <link rel="stylesheet" type="text/css" href="../../../_static/styles/furo.css?v=135e06be" />
     <link rel="stylesheet" type="text/css" href="../../../_static/pygments.css?v=82a976d7" />
     <link rel="stylesheet" type="text/css" href="../../../_static/styles/qiskit-sphinx-theme.css?v=fe84956c" />
@@ -144,7 +144,7 @@
       </label>
     </div>
     <div class="header-center">
-      <a href="../../../index.html"><div class="brand">Qiskit Algorithms 0.3.0</div></a>
+      <a href="../../../index.html"><div class="brand">Qiskit Algorithms 0.3.1</div></a>
     </div>
     <div class="header-right">
       <div class="theme-toggle-container theme-toggle-header">
@@ -171,7 +171,7 @@
     </div>
   </a>
 
-  <span class="sidebar-brand-text">Qiskit Algorithms 0.3.0</span>
+  <span class="sidebar-brand-text">Qiskit Algorithms 0.3.1</span>
 </div><form class="sidebar-search-container" method="get" action="../../../search.html" role="search">
   <input class="sidebar-search" placeholder="Search" name="q" aria-label="Search">
   <input type="hidden" name="check_keywords" value="yes">
@@ -737,7 +737,7 @@ <h1>Source code for qiskit_algorithms.amplitude_amplifiers.grover</h1><div class
 
             <a href="https://github.com/pradyunsg/furo">Furo</a>
             <div class="last-updated">
-              Last updated on 2024/04/10</div>
+              Last updated on 2024/10/21</div>
           </div>
           <div class="right-details">
 
@@ -754,7 +754,7 @@ <h1>Source code for qiskit_algorithms.amplitude_amplifiers.grover</h1><div class
   </div>
 </div><script src="../../../_static/jquery.js?v=5d32c60e"></script>
     <script src="../../../_static/_sphinx_javascript_frameworks_compat.js?v=2cd50e6c"></script>
-    <script data-url_root="../../../" id="documentation_options" src="../../../_static/documentation_options.js?v=c02300dd"></script>
+    <script data-url_root="../../../" id="documentation_options" src="../../../_static/documentation_options.js?v=645b84c4"></script>
     <script src="../../../_static/doctools.js?v=888ff710"></script>
     <script src="../../../_static/sphinx_highlight.js?v=4825356b"></script>
     <script src="../../../_static/scripts/qiskit-sphinx-theme.js?v=4d77b8ca"></script>

diff --git a/_modules/qiskit_algorithms/amplitude_estimators/ae.html b/_modules/qiskit_algorithms/amplitude_estimators/ae.html
@@ -5,7 +5,7 @@
     <meta name="color-scheme" content="light dark"><link rel="index" title="Index" href="../../../genindex.html" /><link rel="search" title="Search" href="../../../search.html" />
 
     <!-- Generated with Sphinx 7.1.2 and Furo 2024.01.29 -->
-        <title>qiskit_algorithms.amplitude_estimators.ae - Qiskit Algorithms 0.3.0</title>
+        <title>qiskit_algorithms.amplitude_estimators.ae - Qiskit Algorithms 0.3.1</title>
       <link rel="stylesheet" type="text/css" href="../../../_static/styles/furo.css?v=135e06be" />
     <link rel="stylesheet" type="text/css" href="../../../_static/pygments.css?v=82a976d7" />
     <link rel="stylesheet" type="text/css" href="../../../_static/styles/qiskit-sphinx-theme.css?v=fe84956c" />
@@ -144,7 +144,7 @@
       </label>
     </div>
     <div class="header-center">
-      <a href="../../../index.html"><div class="brand">Qiskit Algorithms 0.3.0</div></a>
+      <a href="../../../index.html"><div class="brand">Qiskit Algorithms 0.3.1</div></a>
     </div>
     <div class="header-right">
       <div class="theme-toggle-container theme-toggle-header">
@@ -171,7 +171,7 @@
     </div>
   </a>
 
-  <span class="sidebar-brand-text">Qiskit Algorithms 0.3.0</span>
+  <span class="sidebar-brand-text">Qiskit Algorithms 0.3.1</span>
 </div><form class="sidebar-search-container" method="get" action="../../../search.html" role="search">
   <input class="sidebar-search" placeholder="Search" name="q" aria-label="Search">
   <input type="hidden" name="check_keywords" value="yes">
@@ -995,7 +995,7 @@ <h1>Source code for qiskit_algorithms.amplitude_estimators.ae</h1><div class="hi
 
             <a href="https://github.com/pradyunsg/furo">Furo</a>
             <div class="last-updated">
-              Last updated on 2024/04/10</div>
+              Last updated on 2024/10/21</div>
           </div>
           <div class="right-details">
 
@@ -1012,7 +1012,7 @@ <h1>Source code for qiskit_algorithms.amplitude_estimators.ae</h1><div class="hi
   </div>
 </div><script src="../../../_static/jquery.js?v=5d32c60e"></script>
     <script src="../../../_static/_sphinx_javascript_frameworks_compat.js?v=2cd50e6c"></script>
-    <script data-url_root="../../../" id="documentation_options" src="../../../_static/documentation_options.js?v=c02300dd"></script>
+    <script data-url_root="../../../" id="documentation_options" src="../../../_static/documentation_options.js?v=645b84c4"></script>
     <script src="../../../_static/doctools.js?v=888ff710"></script>
     <script src="../../../_static/sphinx_highlight.js?v=4825356b"></script>
     <script src="../../../_static/scripts/qiskit-sphinx-theme.js?v=4d77b8ca"></script>

diff --git a/_modules/qiskit_algorithms/amplitude_estimators/amplitude_estimator.html b/_modules/qiskit_algorithms/amplitude_estimators/amplitude_estimator.html
@@ -5,7 +5,7 @@
     <meta name="color-scheme" content="light dark"><link rel="index" title="Index" href="../../../genindex.html" /><link rel="search" title="Search" href="../../../search.html" />
 
     <!-- Generated with Sphinx 7.1.2 and Furo 2024.01.29 -->
-        <title>qiskit_algorithms.amplitude_estimators.amplitude_estimator - Qiskit Algorithms 0.3.0</title>
+        <title>qiskit_algorithms.amplitude_estimators.amplitude_estimator - Qiskit Algorithms 0.3.1</title>
       <link rel="stylesheet" type="text/css" href="../../../_static/styles/furo.css?v=135e06be" />
     <link rel="stylesheet" type="text/css" href="../../../_static/pygments.css?v=82a976d7" />
     <link rel="stylesheet" type="text/css" href="../../../_static/styles/qiskit-sphinx-theme.css?v=fe84956c" />
@@ -144,7 +144,7 @@
       </label>
     </div>
     <div class="header-center">
-      <a href="../../../index.html"><div class="brand">Qiskit Algorithms 0.3.0</div></a>
+      <a href="../../../index.html"><div class="brand">Qiskit Algorithms 0.3.1</div></a>
     </div>
     <div class="header-right">
       <div class="theme-toggle-container theme-toggle-header">
@@ -171,7 +171,7 @@
     </div>
   </a>
 
-  <span class="sidebar-brand-text">Qiskit Algorithms 0.3.0</span>
+  <span class="sidebar-brand-text">Qiskit Algorithms 0.3.1</span>
 </div><form class="sidebar-search-container" method="get" action="../../../search.html" role="search">
   <input class="sidebar-search" placeholder="Search" name="q" aria-label="Search">
   <input type="hidden" name="check_keywords" value="yes">
@@ -510,7 +510,7 @@ <h1>Source code for qiskit_algorithms.amplitude_estimators.amplitude_estimator</
 
             <a href="https://github.com/pradyunsg/furo">Furo</a>
             <div class="last-updated">
-              Last updated on 2024/04/10</div>
+              Last updated on 2024/10/21</div>
           </div>
           <div class="right-details">
 
@@ -527,7 +527,7 @@ <h1>Source code for qiskit_algorithms.amplitude_estimators.amplitude_estimator</
   </div>
 </div><script src="../../../_static/jquery.js?v=5d32c60e"></script>
     <script src="../../../_static/_sphinx_javascript_frameworks_compat.js?v=2cd50e6c"></script>
-    <script data-url_root="../../../" id="documentation_options" src="../../../_static/documentation_options.js?v=c02300dd"></script>
+    <script data-url_root="../../../" id="documentation_options" src="../../../_static/documentation_options.js?v=645b84c4"></script>
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