diff --git a/CHANGELOG.md b/CHANGELOG.md
index 7bcbde1da..81e106641 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -19,7 +19,7 @@
 
 - Bump versions of CI actions to avoid warnings [PR #502](https://github.com/aai-institute/pyDVL/pull/502)
 - Add Python Version 3.11 to supported versions [PR #510](https://github.com/aai-institute/pyDVL/pull/510)
-- Documentation improvements and cleanup [PR #521](https://github.com/aai-institute/pyDVL/pull/521)
+- Documentation improvements and cleanup [PR #521](https://github.com/aai-institute/pyDVL/pull/521) [PR #522](https://github.com/aai-institute/pyDVL/pull/522)
 
 ## 0.8.1 - 🆕 🏗  New method and notebook, Games with exact shapley values, bug fixes and cleanup
 
diff --git a/docs/getting-started/installation.md b/docs/getting-started/installation.md
index 485b2742b..ad8364ea3 100644
--- a/docs/getting-started/installation.md
+++ b/docs/getting-started/installation.md
@@ -33,7 +33,7 @@ pyDVL requires Python >= 3.8, [numpy](https://numpy.org/),
 [cvxpy](https://www.cvxpy.org/) for the Core methods,
 and [joblib](https://joblib.readthedocs.io/en/stable/)
 for parallelization locally. Additionally,the [Influence functions][pydvl.influence]
-module requires PyTorch (see [[installation#extras]]).
+module requires PyTorch (see [[installation#extras|Extras]]).
 
 ### Extras
 
@@ -76,7 +76,7 @@ that can be optionally installed:
     pip install pyDVL[ray]
     ```
 
-    see [[getting-started#ray]] for more details on how to use it.
+    see [[first-steps#ray|Ray Usage]] for more details on how to use it.
 
 - `memcached`:
 
diff --git a/docs_includes/abbreviations.md b/docs_includes/abbreviations.md
index b5e837007..aa47c405c 100644
--- a/docs_includes/abbreviations.md
+++ b/docs_includes/abbreviations.md
@@ -21,4 +21,5 @@
 *[WAD]: Weighted Accuracy Drop
 *[OOB]: Out-of-Bag
 *[CG]: Conjugate Gradient
-*[EKFAC]: Eigenvalue-corrected Kronecker Factorization
+*[K-FAC]: Kronecker-Factored Approximate Curvature
+*[EKFAC]: Eigenvalue-corrected Kronecker-Factored Approximate Curvature