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index 90aef2b..11abc86 100644
--- a/feed.xml
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diff --git a/materials/DramkoDIREData2022.pdf b/materials/DramkoDIREData2022.pdf
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diff --git a/materials/RamosMLMMG23.pdf b/materials/RamosMLMMG23.pdf
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diff --git a/materials/Ye2023PreciseBugCollector.pdf b/materials/Ye2023PreciseBugCollector.pdf
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diff --git a/publications/index.html b/publications/index.html
index ac1236f..26b75cf 100644
--- a/publications/index.html
+++ b/publications/index.html
@@ -407,17 +407,25 @@ <h2 class="bibliography">2023</h2>
         </div>
         
         
+        <span class="refs-link">
+          <a href="/materials/Ye2023PreciseBugCollector.pdf"><i class="far fa-file-alt"></i> PDF</a>
+        </span>
+        
+        
         
         
         
         
         
+        &middot; <span class="refs-link">
+          <a href="https://github.com/SophieHYe/PreciseBugs"><i class="far fa-file-code"></i> Code</a>
+        </span>
         
         
         
         
         
-        <span class="refs-link">
+        &middot; <span class="refs-link">
           <a href="http://dx.doi.org/10.1109/ASE56229.2023.00163"><i class="fas fa-link"></i> DOI</a>
         </span>
         
@@ -614,30 +622,38 @@ <h2 class="bibliography">2023</h2>
       <td valign="top"><span class="abbrv"></span></td>
       <td>
         <div class="reference">
-          <span id="DBLP:conf/kbse/RamosMLMMG23"><b>MELT: Mining Effective Lightweight Transformations from Pull Requests</b>, Daniel Ramos, Hailie Mitchell, Inês Lynce, Vasco M. Manquinho, Ruben Martins, and Claire Le Goues, in <i>IEEE/ACM International Conference on Automated Software Engineering</i>, <i>ASE ’23</i>, 2023, pp. 1516–1528.</span>
+          <span id="RamosMLMMG23"><b>MELT: Mining Effective Lightweight Transformations from Pull Requests</b>, Daniel Ramos, Hailie Mitchell, Inês Lynce, Vasco M. Manquinho, Ruben Martins, and Claire Le Goues, in <i>IEEE/ACM International Conference on Automated Software Engineering</i>, <i>ASE ’23</i>, 2023, pp. 1516–1528.</span>
         </div>
         
         
+        <span class="refs-link">
+          <a href="/materials/RamosMLMMG23.pdf"><i class="far fa-file-alt"></i> PDF</a>
+        </span>
+        
+        
         
         
         
         
         
+        &middot; <span class="refs-link">
+          <a href="https://github.com/squaresLab/MELT/"><i class="far fa-file-code"></i> Code</a>
+        </span>
         
         
         
         
         
-        <span class="refs-link">
+        &middot; <span class="refs-link">
           <a href="http://dx.doi.org/10.1109/ASE56229.2023.00117"><i class="fas fa-link"></i> DOI</a>
         </span>
         
         &middot; <span class="refs-link">
-          <a href="javascript:void(0)" onclick="$('#bibtex-entry-DBLP:conf/kbse/RamosMLMMG23').slideToggle();">BibTeX</a>
+          <a href="javascript:void(0)" onclick="$('#bibtex-entry-RamosMLMMG23').slideToggle();">BibTeX</a>
         </span>
         <div class="bibtex noshow" style="width:600px;overflow:auto">
-  	      <pre class="bibtex-entry" id="bibtex-entry-DBLP:conf/kbse/RamosMLMMG23" style="display:
-                                                                     none;">@inproceedings{DBLP:conf/kbse/RamosMLMMG23,
+  	      <pre class="bibtex-entry" id="bibtex-entry-RamosMLMMG23" style="display:
+                                                                     none;">@inproceedings{RamosMLMMG23,
   author = {Ramos, Daniel and Mitchell, Hailie and Lynce, In{\^{e}}s and Manquinho, Vasco M. and Martins, Ruben and {Le~Goues}, Claire},
   title = {{MELT:} Mining Effective Lightweight Transformations from Pull Requests},
   booktitle = {{IEEE/ACM} International Conference on Automated Software Engineering},
@@ -665,6 +681,9 @@ <h2 class="bibliography">2023</h2>
         </div>
         
         
+        <span class="refs-link">
+          <a href="/materials/DramkoDIREData2022.pdf"><i class="far fa-file-alt"></i> PDF</a>
+        </span>
         
         
         
@@ -675,7 +694,8 @@ <h2 class="bibliography">2023</h2>
         
         
         
-        <span class="refs-link">
+        
+        &middot; <span class="refs-link">
           <a href="http://dx.doi.org/10.1145/3546946"><i class="fas fa-link"></i> DOI</a>
         </span>
         
@@ -817,6 +837,10 @@ <h2 class="bibliography">2022</h2>
         
         
         
+        &middot; <span class="refs-link">
+          <a href="http://github.com/LASER-UMASS/JavaRepair-replication-package/"><i class="far fa-file-code"></i> Code</a>
+        </span>
+        
         
         
         
@@ -840,8 +864,7 @@ <h2 class="bibliography">2022</h2>
   pages = {637--661},
   doi = {10.1109/TSE.2020.2998785},
   issn = {0098-5589},
-  year = {2022},
-  github = {http://github.com/LASER-UMASS/JavaRepairreplication-package/}
+  year = {2022}
 }
 </pre>
         </div>
@@ -1028,6 +1051,10 @@ <h2 class="bibliography">2022</h2>
         
         
         
+        &middot; <span class="refs-link">
+          <a href="https://github.com/squaresLab/VarCLR"><i class="far fa-file-code"></i> Code</a>
+        </span>
+        
         
         
         
@@ -1175,6 +1202,10 @@ <h2 class="bibliography">2022</h2>
         
         
         
+        &middot; <span class="refs-link">
+          <a href="https://github.com/CMUSTRUDEL/DIRTY"><i class="far fa-file-code"></i> Code</a>
+        </span>
+        
         
         
         
diff --git a/research/index.html b/research/index.html
index 9f01a3f..dbed814 100644
--- a/research/index.html
+++ b/research/index.html
@@ -2546,6 +2546,9 @@ <h4 id="selected-aisearch-based-studies">Selected AI/Search-based Studies</h4>
         </div>
         
         
+        <span class="refs-link">
+          <a href="/materials/DramkoDIREData2022.pdf"><i class="far fa-file-alt"></i> PDF</a>
+        </span>
         
         
         
@@ -2556,7 +2559,8 @@ <h4 id="selected-aisearch-based-studies">Selected AI/Search-based Studies</h4>
         
         
         
-        <span class="refs-link">
+        
+        &middot; <span class="refs-link">
           <a href="http://dx.doi.org/10.1145/3546946"><i class="fas fa-link"></i> DOI</a>
         </span>
         
@@ -2646,6 +2650,10 @@ <h4 id="selected-aisearch-based-studies">Selected AI/Search-based Studies</h4>
         
         
         
+        &middot; <span class="refs-link">
+          <a href="https://github.com/squaresLab/VarCLR"><i class="far fa-file-code"></i> Code</a>
+        </span>
+        
         
         
         
@@ -2689,6 +2697,10 @@ <h4 id="selected-aisearch-based-studies">Selected AI/Search-based Studies</h4>
         
         
         
+        &middot; <span class="refs-link">
+          <a href="https://github.com/CMUSTRUDEL/DIRTY"><i class="far fa-file-code"></i> Code</a>
+        </span>
+        
         
         
         
diff --git a/sitemap.xml b/sitemap.xml
index ac100ed..69216f1 100644
--- a/sitemap.xml
+++ b/sitemap.xml
@@ -18,410 +18,422 @@
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 <url>
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 <url>
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