diff --git a/_data/citations.yaml b/_data/citations.yaml
index bd62ec2..0d480d5 100644
--- a/_data/citations.yaml
+++ b/_data/citations.yaml
@@ -14,7 +14,7 @@
   - "J\xE1nos M\xE1rk Szalai-Gindl"
   publisher: xAI
   date: '2024-07-10'
-  link: https://doi.org/g83h4n
+  link: https://doi.org/10.1007/978-3-031-63787-2_20
   type: paper
   image: images/light.jpg
   description: Explainability in Graph Neural Networks (GNNs) is a new field growing
@@ -45,7 +45,7 @@
   - Sharath M Shankaranarayana
   publisher: arXiv
   date: '2023-10-30'
-  link: https://doi.org/gs9w7j
+  link: https://doi.org/10.48550/arxiv.2310.19573
   type: paper
   image: images/night.jpg
   description: Supervised machine learning relies on the availability of good labelled
@@ -72,7 +72,7 @@
   - "Eugenio F. S\xE1nchez-\xDAbeda"
   publisher: arXiv
   date: '2023-09-22'
-  link: https://doi.org/gtrktq
+  link: https://doi.org/10.48550/arxiv.2309.12913
   type: paper
   image: images/space.jpg
   description: ESaliency maps have become one of the most widely used interpretability
@@ -107,7 +107,7 @@
   - Juan Ramiro-Moreno
   publisher: IAENG-IJCS
   date: '2023-05-24'
-  link: https://doi.org/gt3cgs
+  link: https://doi.org/10.48550/arxiv.2302.12899
   type: paper
   image: images/cloud_city.jpg
   description: This paper presents a method for optimizing wireless networks by adjusting
diff --git a/index.md b/index.md
index 2040eae..a121928 100644
--- a/index.md
+++ b/index.md
@@ -22,7 +22,7 @@ We firmly believe in open-source and contributing to the community and the world
 
 {%
   include button.html
-  link="research"
+  link="publications"
   text="See our publications"
   icon="fa-solid fa-arrow-right"
   flip=true
@@ -34,7 +34,7 @@ We firmly believe in open-source and contributing to the community and the world
 {%
   include feature.html
   image="images/light.jpg"
-  link="research"
+  link="publications"
   title="Our Research"
   text=text
 %}
@@ -45,7 +45,7 @@ As a commitment to the Open-Source community, we have created three different La
 
 {%
   include button.html
-  link="projects"
+  link="labs"
   text="Browse our Labs"
   icon="fa-solid fa-arrow-right"
   flip=true
@@ -57,7 +57,7 @@ As a commitment to the Open-Source community, we have created three different La
 {%
   include feature.html
   image="images/night.jpg"
-  link="projects"
+  link="labs"
   title="Our Labs"
   flip=true
   style="bare"