diff --git a/quarto/contents/core/frontiers/frontiers.bib b/quarto/contents/core/frontiers/frontiers.bib
index 52542d2496..a50d14715a 100644
--- a/quarto/contents/core/frontiers/frontiers.bib
+++ b/quarto/contents/core/frontiers/frontiers.bib
@@ -373,6 +373,22 @@
   source = {Crossref},
 }
 
+@article{koomey2011web,
+  title = {Implications of Historical Trends in the Electrical Efficiency of Computing},
+  author = {Koomey, Jonathan and Berard, Stephen and Sanchez, Marla and Wong, Henry},
+  journal = {IEEE Annals of the History of Computing},
+  booktitle = {IEEE Annals of the History of Computing},
+  publisher = {Institute of Electrical and Electronics Engineers (IEEE)},
+  volume = {33},
+  number = {3},
+  pages = {46--54},
+  doi = {10.1109/mahc.2010.28},
+  issn = {1058-6180,1934-1547},
+  url = {https://doi.org/10.1109/mahc.2010.28},
+  source = {Crossref},
+  date = {2011-03},
+}
+
 @article{landauer1986much,
   title = {
     How much Do People Remember? Some Estimates of the Quantity of Learned Information in Long-term
diff --git a/quarto/contents/core/privacy_security/privacy_security.bib b/quarto/contents/core/privacy_security/privacy_security.bib
index 8c83725601..20db902767 100644
--- a/quarto/contents/core/privacy_security/privacy_security.bib
+++ b/quarto/contents/core/privacy_security/privacy_security.bib
@@ -249,6 +249,20 @@
   editor = {DEF CON},
 }
 
+@inproceedings{carlini2021extracting,
+  title = {Extracting Training Data from Large Language Models},
+  author = {
+    Carlini, Nicholas and Tramer, Florian and Wallace, Eric and Jagielski, Matthew and
+    Herbert-Voss, Ariel and Lee, Katherine and Roberts, Adam and Brown, Tom and Song, Dawn and
+    Erlingsson, Ulfar and Oprea, Alina and Raffel, Colin
+  },
+  year = {2021},
+  booktitle = {30th USENIX Security Symposium (USENIX Security 21)},
+  publisher = {USENIX Association},
+  pages = {2633--2650},
+  url = {https://www.usenix.org/conference/usenixsecurity21/presentation/carlini-extracting},
+}
+
 @article{carlini2024stealing,
   title = {Stealing Part of a Production Language Model},
   author = {
diff --git a/quarto/contents/core/robust_ai/robust_ai.bib b/quarto/contents/core/robust_ai/robust_ai.bib
index c31decf869..1ea729aa8b 100644
--- a/quarto/contents/core/robust_ai/robust_ai.bib
+++ b/quarto/contents/core/robust_ai/robust_ai.bib
@@ -1080,6 +1080,22 @@
   organization = {Citeseer},
 }
 
+@misc{quinonero2009dataset,
+  title = {Dataset Shift in Machine Learning},
+  author = {
+    Qui\~{n}onero-Candela, Joaquin and Sugiyama, Masashi and Schwaighofer, Anton and Lawrence, Neil
+    D.
+  },
+  journal = {The MIT Press},
+  publisher = {The MIT Press},
+  pages = {xi-xvi},
+  doi = {10.7551/mitpress/7921.003.0002},
+  isbn = {9780262255103},
+  url = {https://doi.org/10.7551/mitpress/7921.003.0002},
+  source = {Crossref},
+  date = {2008-12-12},
+}
+
 @inproceedings{rashid2012intermittent,
   title = {Intermittent Hardware Errors Recovery: Modeling and Evaluation},
   author = {Rashid, Layali and Pattabiraman, Karthik and Gopalakrishnan, Sathish},
diff --git a/tools/scripts/content/validate_citations.py b/tools/scripts/content/validate_citations.py
index 7fb8393c69..f43d41d8a6 100755
--- a/tools/scripts/content/validate_citations.py
+++ b/tools/scripts/content/validate_citations.py
@@ -60,6 +60,12 @@ def extract_citation_keys(qmd_file: Path) -> Set[str]:
         # Pattern matches @word with letters, numbers, hyphens, underscores, colons, dots
         citation_keys = set(re.findall(r'@([\w\-_:.]+)', content))
         
+        # Strip trailing punctuation (periods, commas) that might be captured
+        citation_keys = {key.rstrip('.,;:') for key in citation_keys}
+        
+        # Filter out DOI-style citations (start with numbers like 10.1109)
+        citation_keys = {key for key in citation_keys if not re.match(r'^\d+\.\d+', key)}
+        
         # Filter out common false positives that aren't citations
         filtered_keys = {
             key for key in citation_keys