diff --git a/README.md b/README.md
index 45d8edae..244e41fc 100644
--- a/README.md
+++ b/README.md
@@ -66,12 +66,12 @@ OpenRAM is licensed under the [BSD 3-Clause License](./LICENSE).
+ [H. Nichols, "Statistical Modeling of SRAMs," M.S. Thesis, UCSC, 2022.](https://escholarship.org/content/qt7vx9n089/qt7vx9n089_noSplash_cfc4ba479d8eb1b6ec25d7c92357bc18.pdf?t=ra9wzr)
-
+
# Contributors & Acknowledgment
- [Matthew Guthaus] from [VLSIDA] created the OpenRAM project and is the lead architect.
- [James Stine] from [VLSIARCH] co-founded the project.
-- Many students: Hunter Nichols, Michael Grimes, Jennifer Sowash, Yusu Wang, Joey Kunzler, Jesse Cirimelli-Low, Samira Ataei, Bin Wu, Brian Chen, Jeff Butera
+- Many students: Hunter Nichols, Michael Grimes, Jennifer Sowash, Yusu Wang, Joey Kunzler, Jesse Cirimelli-Low, Samira Ataei, Bin Wu, Brian Chen, Jeff Butera, Sage Walker
If I forgot to add you, please let me know!
diff --git a/docs/source/index.md b/docs/source/index.md
index a1f7079a..8efb19c6 100644
--- a/docs/source/index.md
+++ b/docs/source/index.md
@@ -110,7 +110,7 @@ Commercial tools (optional):
* Michael Grimes
* Jennifer Sowash
* Jesse Cirimelli-Low
-
+
https://www.youtube.com/watch?v=rd5j8mG24H4&t=0s
* Many other past students:
* Jeff Butera
* Tom Golubev