diff --git a/README.md b/README.md
index 01d96e7..fc93782 100644
--- a/README.md
+++ b/README.md
@@ -26,9 +26,9 @@
 
 
 
-This repository accompanies the manuscript "...".
+This repository accompanies the manuscript "Fast Unconstrained Optimization via Hessian Averaging and Adaptive Gradient Sampling" by Thomas O'Leary-Roseberry and Raghu Bollapragada.
 
 
 ## Installation instruction and useage
 
-See [`INSTALL.md`](https://github.com/tomoleary/hessianaveraging/blob/migration/INSTALL.md)
\ No newline at end of file
+See [`INSTALL.md`](https://github.com/tomoleary/hessianaveraging/blob/migration/INSTALL.md)