From f0c3843dcbd03807dd2971a3bbb54690fafc8b7b Mon Sep 17 00:00:00 2001
From: maniraman-periyasamy
 <61436005+maniraman-periyasamy@users.noreply.github.com>
Date: Thu, 23 May 2024 23:52:26 +0200
Subject: [PATCH] Update readme.md

---
 readme.md | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/readme.md b/readme.md
index d12b765..58b2ec6 100644
--- a/readme.md
+++ b/readme.md
@@ -1,6 +1,6 @@
 # Guide-SPSA
 
-This repository provides the experimental code for work "[Guided-SPSA: Simultaneous Perturbation Stochastic Approximation assisted by the Parameter Shift Rule by M. Periyasamy et. al.](https://arxiv.org/abs/2404.15751)". However, this repo is an initial experimental implementation of guided-spsa. For the installable model of the guided-spsa gradient evaluation, please refer to the following git repository "[gspsa-gradients](https://github.com/maniraman-periyasamy/gspsa-gradients)".
+This repository provides the experimental code for work "[Guided-SPSA: Simultaneous Perturbation Stochastic Approximation assisted by the Parameter Shift Rule by M. Periyasamy et. al.](https://arxiv.org/abs/2404.15751)". However, this repo is an initial experimental implementation of guided-spsa. For the installable module of the guided-spsa gradient evaluation, please refer to the following git repository "[gspsa-gradients](https://github.com/maniraman-periyasamy/gspsa-gradients)".
 
 
 ## Setup and Installation
@@ -66,4 +66,4 @@ If you use the `gspsa-gradients` or results from the paper, please cite our work
 
 ## License
 
-Apache 2.0 License
\ No newline at end of file
+Apache 2.0 License