diff --git a/.gitignore b/.gitignore
index 53af7d0b4e7f6..1cf029064b5a9 100644
--- a/.gitignore
+++ b/.gitignore
@@ -10,4 +10,5 @@ Gemfile.lock
 assets/libs/
 node_modules/
 vendor
-.idea
\ No newline at end of file
+.idea
+.devcontainer/devcontainer-lock.json
diff --git a/_bibliography/papers.bib b/_bibliography/papers.bib
index 7e3a748117916..dcc8edd745754 100644
--- a/_bibliography/papers.bib
+++ b/_bibliography/papers.bib
@@ -18,6 +18,27 @@ @inproceedings{adnan2026sparseopt
   bibtex_show={true}
 }
 
+@inproceedings{chaduvula2026reducing,
+  title={Reducing Hallucinations in LLMs via Factuality-Aware Preference Learning},
+  author={Chaduvula, Sindhuja and Radwan, Ahmed Y and Farooq, Azib and Ioannou, Yani and Raza, Shaina},
+  booktitle={Findings of the Association for Computational Linguistics: ACL 2026},
+  venue = {San Diego, CA, USA},
+  eventdate = {2026-07-02/2026-07-07},
+  year={2026},
+  month={7},
+  EPRINTTYPE={arXiv},
+  eprint={2601.03027},
+  archivePrefix={arXiv},
+  ARXIVID={2601.03027},
+  primaryClass={cs.CL},
+  url={https://vectorinstitute.github.io/Factual-Preference-Alignment},
+  code={https://github.com/VectorInstitute/Factual-Preference-Alignment},
+  openreview={https://openreview.net/forum?id=kDRlaMTga4},
+  pdf={https://openreview.net/pdf?id=kDRlaMTga4},
+  ABBR={ACL},
+  bibtex_show={true}
+}
+
 @inproceedings{lasby2025reapexpertspruningprevails,
   title={REAP the Experts: Why Pruning Prevails for One-Shot MoE compression}, 
   author={Mike Lasby and Ivan Lazarevich and Nish Sinnadurai and Sean Lie and Yani Ioannou and Vithursan Thangarasa},
diff --git a/_people/Eric_Wang.md b/_people/Eric_Wang.md
new file mode 100644
index 0000000000000..50aeb669cd1b3
--- /dev/null
+++ b/_people/Eric_Wang.md
@@ -0,0 +1,12 @@
+---
+layout: page
+firstname: Eric
+lastname: Wang
+description: <a href="https://www.nserc-crsng.gc.ca/students-etudiants/ug-pc/usra-brpc_eng.asp">NSERC USRA</a> Research Intern (Summer 2026)
+img: assets/img/people/Eric_Wang.jpg
+redirect: https://github.com/erichob1234
+linkedin_username: eric-wang-39a92027b
+github_username: erichob1234
+category: Undergraduates
+show: true
+---
diff --git a/_people/madhu_selvaraj.md b/_people/madhu_selvaraj.md
index c3e23dfd1cd07..ff6faac3def11 100644
--- a/_people/madhu_selvaraj.md
+++ b/_people/madhu_selvaraj.md
@@ -7,7 +7,7 @@ description: MSc Student co-supervised with <a href="https://lib.engineer">Geoff
 img: assets/img/people/madhu_selvaraj.jpg
 redirect: https://github.com/madhuselvarajj
 linkedin_username: madhu-selvaraj
-github: madhuselvarajj
+github_username: madhuselvarajj
 email: madhumitha.selvaraj@ucalgary.ca
 scholar_userid: lpR7YpoAAAAJ
 category: Alumni
diff --git a/assets/img/people/Eric_Wang.jpg b/assets/img/people/Eric_Wang.jpg
new file mode 100644
index 0000000000000..badb840728dc7
Binary files /dev/null and b/assets/img/people/Eric_Wang.jpg differ