diff --git a/README.md b/README.md
index 30de35e5..8bc1c824 100644
--- a/README.md
+++ b/README.md
@@ -156,6 +156,9 @@ Amir Najmi, Siddartha Naidu
 
 * federated learning
 
+* K-FAC
+  * 2015 - ["Optimizing Neural Networks with Kronecker-factored Approximate Curvature"](https://arxiv.org/abs/1503.05671) - James Martens, Roger Grosse
+
 # Neural activations
 
 * sigmoid