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diff --git a/_sources/contents/iamat.rst.txt b/_sources/contents/iamat.rst.txt
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+
+.. _`pub:all`:
+
+``MILADY`` package was used in the following works.
+Many thanks to the authors!
+
+Roscoff
+^^^^^^^
+
+.. _`pub:2023`:
+
+GPR
+~~~
+
+1D GP process from the scratch. With no *import something* `GPRoscoff01 <https://colab.research.google.com/drive/1nMb6onNl1GMtO-aowOuGTWYO-2admSSL?usp=sharing>`_
+
+Surrogate models for local energy in W and vibrational entropy for point defects in Fe `GPRoscoff02 <https://drive.google.com/file/d/1UBI983ZLnadULAVjZPAV4RIok_mjnmxW/view?usp=sharing>`_
+
+GNN
+~~~
+
+GCN from the scratch using just JAX (inspired from Prof. Jure Leskovec) 
+`GCNRoscoff03 <https://drive.google.com/file/d/16OVOf9rGkCE_wpc7LEzZU8aJGjtFiN-r/view?usp=sharing>`_
+
diff --git a/contents/iamat.html b/contents/iamat.html
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+<ul>
+<li class="toctree-l1"><a class="reference internal" href="examples/01_ex_write.html">Compute and write descriptors without further fit</a></li>
+<li class="toctree-l1"><a class="reference internal" href="examples/02_ex_lmlfe.html">LML fit in bcc Fe</a></li>
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+<li class="toctree-l1"><a class="reference internal" href="examples/04_ex_kernel.html">Kernel regression using polynomial kernel</a></li>
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+
+  <p id="pub-all"><code class="docutils literal notranslate"><span class="pre">MILADY</span></code> package was used in the following works.
+Many thanks to the authors!</p>
+
+<section id="roscoff">
+<h1>Roscoff<a class="headerlink" href="#roscoff" title="Permalink to this heading"></a>
+</h1>
+<section id="gpr">
+<span id="pub-2023"></span><h2>GPR<a class="headerlink" href="#gpr" title="Permalink to this heading"></a>
+</h2>
+<p>1D GP process from the scratch. With no <em>import something</em> <a class="reference external" href="https://colab.research.google.com/drive/1nMb6onNl1GMtO-aowOuGTWYO-2admSSL?usp=sharing">GPRoscoff01</a></p>
+<p>Surrogate models for local energy in W and vibrational entropy for point defects in Fe <a class="reference external" href="https://drive.google.com/file/d/1UBI983ZLnadULAVjZPAV4RIok_mjnmxW/view?usp=sharing">GPRoscoff02</a></p>
+</section>
+<section id="gnn">
+<h2>GNN<a class="headerlink" href="#gnn" title="Permalink to this heading"></a>
+</h2>
+<p>GCN from the scratch using just JAX (inspired from Prof. Jure Leskovec)
+<a class="reference external" href="https://drive.google.com/file/d/16OVOf9rGkCE_wpc7LEzZU8aJGjtFiN-r/view?usp=sharing">GCNRoscoff03</a></p>
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+</section>
+
+
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diff --git a/objects.inv b/objects.inv
diff --git a/searchindex.js b/searchindex.js