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diff --git a/devel/CHANGELOG/index.html b/devel/CHANGELOG/index.html
@@ -4159,6 +4159,9 @@ <h3 id="added">Added<a class="headerlink" href="#added" title="Permanent link">&
   <a href="https://github.com/aai-institute/pyDVL/pull/591">PR #591</a></li>
 <li>Extend <code>LissaInfluence</code> with block-diagonal and Gauss-Newton approximation
   <a href="https://github.com/aai-institute/pyDVL/pull/593">PR #593</a></li>
+<li>Extend <code>NystroemSketchInfluence</code> with block-diagonal and Gauss-Newton 
+  approximation
+  <a href="https://github.com/aai-institute/pyDVL/pull/596">PR #596</a></li>
 </ul>
 <h2 id="changed">Changed<a class="headerlink" href="#changed" title="Permanent link">&para;</a></h2>
 <ul>
@@ -4173,6 +4176,10 @@ <h2 id="changed">Changed<a class="headerlink" href="#changed" title="Permanent l
     <a href="https://github.com/aai-institute/pyDVL/pull/593">PR #593</a></li>
 <li>Remove parameter <code>h0</code> from init of <code>LissaInfluence</code><br />
 <a href="https://github.com/aai-institute/pyDVL/pull/593">PR #593</a></li>
+<li>Rename parameter <code>hessian_regularization</code> of <code>NystroemSketchInfluence</code>
+    to <code>regularization</code> and change the type annotation to allow
+    for block-wise regularization parameters
+    <a href="https://github.com/aai-institute/pyDVL/pull/596">PR #596</a></li>
 </ul>
 <h2 id="092-bug-fixes-logging-improvement">0.9.2 - 🏗  Bug fixes, logging improvement<a class="headerlink" href="#092-bug-fixes-logging-improvement" title="Permanent link">&para;</a></h2>
 <h3 id="added_1">Added<a class="headerlink" href="#added_1" title="Permanent link">&para;</a></h3>
@@ -4616,7 +4623,7 @@ <h2 id="010-first-release">0.1.0 - 🎉 first release<a class="headerlink" href=
     <span class="md-icon" title="Last update">
       <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M21 13.1c-.1 0-.3.1-.4.2l-1 1 2.1 2.1 1-1c.2-.2.2-.6 0-.8l-1.3-1.3c-.1-.1-.2-.2-.4-.2m-1.9 1.8-6.1 6V23h2.1l6.1-6.1-2.1-2M12.5 7v5.2l4 2.4-1 1L11 13V7h1.5M11 21.9c-5.1-.5-9-4.8-9-9.9C2 6.5 6.5 2 12 2c5.3 0 9.6 4.1 10 9.3-.3-.1-.6-.2-1-.2s-.7.1-1 .2C19.6 7.2 16.2 4 12 4c-4.4 0-8 3.6-8 8 0 4.1 3.1 7.5 7.1 7.9l-.1.2v1.8Z"/></svg>
     </span>
-    <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-iso_date">2024-06-06</span>
+    <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-iso_date">2024-06-11</span>
   </span>
 
 

diff --git a/devel/api/pydvl/index.html b/devel/api/pydvl/index.html
@@ -3363,7 +3363,7 @@ <h2 id="pydvl--the-python-data-valuation-library-api">The Python Data Valuation
     <span class="md-icon" title="Last update">
       <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M21 13.1c-.1 0-.3.1-.4.2l-1 1 2.1 2.1 1-1c.2-.2.2-.6 0-.8l-1.3-1.3c-.1-.1-.2-.2-.4-.2m-1.9 1.8-6.1 6V23h2.1l6.1-6.1-2.1-2M12.5 7v5.2l4 2.4-1 1L11 13V7h1.5M11 21.9c-5.1-.5-9-4.8-9-9.9C2 6.5 6.5 2 12 2c5.3 0 9.6 4.1 10 9.3-.3-.1-.6-.2-1-.2s-.7.1-1 .2C19.6 7.2 16.2 4 12 4c-4.4 0-8 3.6-8 8 0 4.1 3.1 7.5 7.1 7.9l-.1.2v1.8Z"/></svg>
     </span>
-    <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-iso_date">2024-06-11</span>
+    <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-iso_date">2024-06-14</span>
   </span>
 
 
@@ -3373,7 +3373,7 @@ <h2 id="pydvl--the-python-data-valuation-library-api">The Python Data Valuation
     <span class="md-icon" title="Created">
       <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M14.47 15.08 11 13V7h1.5v5.25l3.08 1.83c-.41.28-.79.62-1.11 1m-1.39 4.84c-.36.05-.71.08-1.08.08-4.42 0-8-3.58-8-8s3.58-8 8-8 8 3.58 8 8c0 .37-.03.72-.08 1.08.69.1 1.33.32 1.92.64.1-.56.16-1.13.16-1.72 0-5.5-4.5-10-10-10S2 6.5 2 12s4.47 10 10 10c.59 0 1.16-.06 1.72-.16-.32-.59-.54-1.23-.64-1.92M18 15v3h-3v2h3v3h2v-3h3v-2h-3v-3h-2Z"/></svg>
     </span>
-    <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-iso_date">2024-06-11</span>
+    <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-iso_date">2024-06-14</span>
   </span>
 
 

diff --git a/devel/api/pydvl/influence/array/index.html b/devel/api/pydvl/influence/array/index.html
@@ -5360,7 +5360,7 @@ <h3 id="pydvl.influence.array.NestedLazyChunkSequence.to_zarr" class="doc doc-he
     <span class="md-icon" title="Last update">
       <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M21 13.1c-.1 0-.3.1-.4.2l-1 1 2.1 2.1 1-1c.2-.2.2-.6 0-.8l-1.3-1.3c-.1-.1-.2-.2-.4-.2m-1.9 1.8-6.1 6V23h2.1l6.1-6.1-2.1-2M12.5 7v5.2l4 2.4-1 1L11 13V7h1.5M11 21.9c-5.1-.5-9-4.8-9-9.9C2 6.5 6.5 2 12 2c5.3 0 9.6 4.1 10 9.3-.3-.1-.6-.2-1-.2s-.7.1-1 .2C19.6 7.2 16.2 4 12 4c-4.4 0-8 3.6-8 8 0 4.1 3.1 7.5 7.1 7.9l-.1.2v1.8Z"/></svg>
     </span>
-    <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-iso_date">2024-06-11</span>
+    <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-iso_date">2024-06-14</span>
   </span>
 
 
@@ -5370,7 +5370,7 @@ <h3 id="pydvl.influence.array.NestedLazyChunkSequence.to_zarr" class="doc doc-he
     <span class="md-icon" title="Created">
       <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M14.47 15.08 11 13V7h1.5v5.25l3.08 1.83c-.41.28-.79.62-1.11 1m-1.39 4.84c-.36.05-.71.08-1.08.08-4.42 0-8-3.58-8-8s3.58-8 8-8 8 3.58 8 8c0 .37-.03.72-.08 1.08.69.1 1.33.32 1.92.64.1-.56.16-1.13.16-1.72 0-5.5-4.5-10-10-10S2 6.5 2 12s4.47 10 10 10c.59 0 1.16-.06 1.72-.16-.32-.59-.54-1.23-.64-1.92M18 15v3h-3v2h3v3h2v-3h3v-2h-3v-3h-2Z"/></svg>
     </span>
-    <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-iso_date">2024-06-11</span>
+    <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-iso_date">2024-06-14</span>
   </span>
 
 

diff --git a/devel/api/pydvl/influence/base_influence_function_model/index.html b/devel/api/pydvl/influence/base_influence_function_model/index.html
@@ -6201,7 +6201,7 @@ <h3 id="pydvl.influence.base_influence_function_model.ComposableInfluence.influe
     <span class="md-icon" title="Last update">
       <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M21 13.1c-.1 0-.3.1-.4.2l-1 1 2.1 2.1 1-1c.2-.2.2-.6 0-.8l-1.3-1.3c-.1-.1-.2-.2-.4-.2m-1.9 1.8-6.1 6V23h2.1l6.1-6.1-2.1-2M12.5 7v5.2l4 2.4-1 1L11 13V7h1.5M11 21.9c-5.1-.5-9-4.8-9-9.9C2 6.5 6.5 2 12 2c5.3 0 9.6 4.1 10 9.3-.3-.1-.6-.2-1-.2s-.7.1-1 .2C19.6 7.2 16.2 4 12 4c-4.4 0-8 3.6-8 8 0 4.1 3.1 7.5 7.1 7.9l-.1.2v1.8Z"/></svg>
     </span>
-    <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-iso_date">2024-06-11</span>
+    <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-iso_date">2024-06-14</span>
   </span>
 
 
@@ -6211,7 +6211,7 @@ <h3 id="pydvl.influence.base_influence_function_model.ComposableInfluence.influe
     <span class="md-icon" title="Created">
       <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M14.47 15.08 11 13V7h1.5v5.25l3.08 1.83c-.41.28-.79.62-1.11 1m-1.39 4.84c-.36.05-.71.08-1.08.08-4.42 0-8-3.58-8-8s3.58-8 8-8 8 3.58 8 8c0 .37-.03.72-.08 1.08.69.1 1.33.32 1.92.64.1-.56.16-1.13.16-1.72 0-5.5-4.5-10-10-10S2 6.5 2 12s4.47 10 10 10c.59 0 1.16-.06 1.72-.16-.32-.59-.54-1.23-.64-1.92M18 15v3h-3v2h3v3h2v-3h3v-2h-3v-3h-2Z"/></svg>
     </span>
-    <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-iso_date">2024-06-11</span>
+    <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-iso_date">2024-06-14</span>
   </span>
 
 

diff --git a/devel/api/pydvl/influence/index.html b/devel/api/pydvl/influence/index.html
@@ -3352,7 +3352,7 @@ <h1 id="pydvl.influence" class="doc doc-heading">
     <span class="md-icon" title="Last update">
       <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M21 13.1c-.1 0-.3.1-.4.2l-1 1 2.1 2.1 1-1c.2-.2.2-.6 0-.8l-1.3-1.3c-.1-.1-.2-.2-.4-.2m-1.9 1.8-6.1 6V23h2.1l6.1-6.1-2.1-2M12.5 7v5.2l4 2.4-1 1L11 13V7h1.5M11 21.9c-5.1-.5-9-4.8-9-9.9C2 6.5 6.5 2 12 2c5.3 0 9.6 4.1 10 9.3-.3-.1-.6-.2-1-.2s-.7.1-1 .2C19.6 7.2 16.2 4 12 4c-4.4 0-8 3.6-8 8 0 4.1 3.1 7.5 7.1 7.9l-.1.2v1.8Z"/></svg>
     </span>
-    <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-iso_date">2024-06-11</span>
+    <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-iso_date">2024-06-14</span>
   </span>
 
 
@@ -3362,7 +3362,7 @@ <h1 id="pydvl.influence" class="doc doc-heading">
     <span class="md-icon" title="Created">
       <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M14.47 15.08 11 13V7h1.5v5.25l3.08 1.83c-.41.28-.79.62-1.11 1m-1.39 4.84c-.36.05-.71.08-1.08.08-4.42 0-8-3.58-8-8s3.58-8 8-8 8 3.58 8 8c0 .37-.03.72-.08 1.08.69.1 1.33.32 1.92.64.1-.56.16-1.13.16-1.72 0-5.5-4.5-10-10-10S2 6.5 2 12s4.47 10 10 10c.59 0 1.16-.06 1.72-.16-.32-.59-.54-1.23-.64-1.92M18 15v3h-3v2h3v3h2v-3h3v-2h-3v-3h-2Z"/></svg>
     </span>
-    <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-iso_date">2024-06-11</span>
+    <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-iso_date">2024-06-14</span>
   </span>
 
 

diff --git a/devel/api/pydvl/influence/influence_calculator/index.html b/devel/api/pydvl/influence/influence_calculator/index.html
@@ -5566,7 +5566,7 @@ <h3 id="pydvl.influence.influence_calculator.SequentialInfluenceCalculator.influ
     <span class="md-icon" title="Last update">
       <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M21 13.1c-.1 0-.3.1-.4.2l-1 1 2.1 2.1 1-1c.2-.2.2-.6 0-.8l-1.3-1.3c-.1-.1-.2-.2-.4-.2m-1.9 1.8-6.1 6V23h2.1l6.1-6.1-2.1-2M12.5 7v5.2l4 2.4-1 1L11 13V7h1.5M11 21.9c-5.1-.5-9-4.8-9-9.9C2 6.5 6.5 2 12 2c5.3 0 9.6 4.1 10 9.3-.3-.1-.6-.2-1-.2s-.7.1-1 .2C19.6 7.2 16.2 4 12 4c-4.4 0-8 3.6-8 8 0 4.1 3.1 7.5 7.1 7.9l-.1.2v1.8Z"/></svg>
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+    <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-iso_date">2024-06-14</span>
   </span>
 
 
@@ -5576,7 +5576,7 @@ <h3 id="pydvl.influence.influence_calculator.SequentialInfluenceCalculator.influ
     <span class="md-icon" title="Created">
       <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M14.47 15.08 11 13V7h1.5v5.25l3.08 1.83c-.41.28-.79.62-1.11 1m-1.39 4.84c-.36.05-.71.08-1.08.08-4.42 0-8-3.58-8-8s3.58-8 8-8 8 3.58 8 8c0 .37-.03.72-.08 1.08.69.1 1.33.32 1.92.64.1-.56.16-1.13.16-1.72 0-5.5-4.5-10-10-10S2 6.5 2 12s4.47 10 10 10c.59 0 1.16-.06 1.72-.16-.32-.59-.54-1.23-.64-1.92M18 15v3h-3v2h3v3h2v-3h3v-2h-3v-3h-2Z"/></svg>
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+    <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-iso_date">2024-06-14</span>
   </span>
 
 

diff --git a/devel/api/pydvl/influence/torch/base/index.html b/devel/api/pydvl/influence/torch/base/index.html
@@ -9499,7 +9499,7 @@ <h3 id="pydvl.influence.torch.base.TorchComposableInfluence.influences_from_fact
     <span class="md-icon" title="Last update">
       <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M21 13.1c-.1 0-.3.1-.4.2l-1 1 2.1 2.1 1-1c.2-.2.2-.6 0-.8l-1.3-1.3c-.1-.1-.2-.2-.4-.2m-1.9 1.8-6.1 6V23h2.1l6.1-6.1-2.1-2M12.5 7v5.2l4 2.4-1 1L11 13V7h1.5M11 21.9c-5.1-.5-9-4.8-9-9.9C2 6.5 6.5 2 12 2c5.3 0 9.6 4.1 10 9.3-.3-.1-.6-.2-1-.2s-.7.1-1 .2C19.6 7.2 16.2 4 12 4c-4.4 0-8 3.6-8 8 0 4.1 3.1 7.5 7.1 7.9l-.1.2v1.8Z"/></svg>
     </span>
-    <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-iso_date">2024-06-11</span>
+    <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-iso_date">2024-06-14</span>
   </span>
 
 
@@ -9509,7 +9509,7 @@ <h3 id="pydvl.influence.torch.base.TorchComposableInfluence.influences_from_fact
     <span class="md-icon" title="Created">
       <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M14.47 15.08 11 13V7h1.5v5.25l3.08 1.83c-.41.28-.79.62-1.11 1m-1.39 4.84c-.36.05-.71.08-1.08.08-4.42 0-8-3.58-8-8s3.58-8 8-8 8 3.58 8 8c0 .37-.03.72-.08 1.08.69.1 1.33.32 1.92.64.1-.56.16-1.13.16-1.72 0-5.5-4.5-10-10-10S2 6.5 2 12s4.47 10 10 10c.59 0 1.16-.06 1.72-.16-.32-.59-.54-1.23-.64-1.92M18 15v3h-3v2h3v3h2v-3h3v-2h-3v-3h-2Z"/></svg>
     </span>
-    <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-iso_date">2024-06-11</span>
+    <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-iso_date">2024-06-14</span>
   </span>