diff --git a/_data/alumni_members.yml b/_data/alumni_members.yml
index aec8b22..6a3886b 100755
--- a/_data/alumni_members.yml
+++ b/_data/alumni_members.yml
@@ -5,7 +5,7 @@
 
 
 - name: Augustin Parjadis
-  info: (Ph.D. in 2023) 
+  info: (Ph.D. in 2023) - Data scientist at Ivado Labs
 
 - name: Peyman Kafaei
   info: (Ph.D. in 2022) - Data scientist at Ivado Labs
@@ -37,9 +37,18 @@
 - name: Bilel Omrani
   info: (M.Sc. in 2021) - Data scientist at Illuin Technology
 
+- name: Heiko Hoppe
+  info: Research Intern (2023)
+
+- name: Andoni Garmendia
+  info: Research Intern (2022)
+
 - name: Tristan François
   info: Research Intern (2022)
 
+- name: Francesco Morri
+  info: Research Intern (2022)
+
 - name: Louis Gautier
   info: Research Intern (2022)
 
@@ -58,7 +67,7 @@
 - name: Félix Chalumeau
   info: Research Intern (2020)
 
-- name:  Ilan Coulon
+- name: Ilan Coulon
   info: Research Intern (2020)
 
 - name: Marco Novaes
diff --git a/_data/news.yml b/_data/news.yml
index a9d8a93..91b3936 100755
--- a/_data/news.yml
+++ b/_data/news.yml
@@ -1,6 +1,9 @@
 
+- date: December 2023
+  headline: "Andoni and Francesco won the control track of the CityLearn challenge at NeurIPS 2023. Congratulations!" 
+  
 - date: August 2023
-  headline: "One paper accepted at CP 2023. Congratulations Tom Marty!"
+  headline: "One paper accepted at CP 2023 with the distinguished paper mention. Congratulations Tom, Pierre, Tristan and Louis!"
 
 - date: April 2023
   headline: "Two papers accepted at LION 2023. Congratulations Mina Parham and Augustin Parjadis!"
diff --git a/_data/publist.yml b/_data/publist.yml
index 698e03a..b59ba3e 100755
--- a/_data/publist.yml
+++ b/_data/publist.yml
@@ -1,3 +1,36 @@
+- title: "Global Rewards in Multi-Agent Deep Reinforcement Learning for Autonomous Mobility on Demand Systems"
+  image: ""
+  description:  ""
+  authors: H. Hoppe, T. Enders, Q. Cappart, M. Schiffer
+  link: 
+    url: https://arxiv.org/abs/2312.08884
+    display: Arxived (2023)
+  highlight: 0
+  news2:
+  year: 2023
+
+- title: "Decision Diagrams in Space!"
+  image: ""
+  description:  ""
+  authors: I. Rudich, Q. Cappart, M. López-Ibáñez, M. Römer, L.-M. Rousseau
+  link: 
+    url: https://arxiv.org/abs/2312.01404
+    display: Arxived (2023)
+  highlight: 0
+  news2:
+  year: 2023
+
+- title: "The Unsolved Challenges of LLMs as Generalist Web Agents: A Case Study"
+  image: ""
+  description:  ""
+  authors: R. Assouel, T. Marty, M. Caccia, I. H. Laradji, A. Drouin, S. Rajeswar, H. Palacios, Q. Cappart, D. Vazquez, N. Chapados, M. Gasse, A. Lacoste
+  link: 
+    url: https://openreview.net/forum?id=jt3il4fC5B
+    display: Foundation Models for Decision Making Workshop  (affilated to NeurIPS 2023 conference)
+  highlight: 0
+  news2:
+  year: 2023
+
 - title: "Improved Peel-and-Bound: Methods for Generating Dual Bounds with Multivalued Decision Diagrams"
   image: CP2022-Peel.png
   description:  "Decision diagrams are an increasingly important tool in 
@@ -38,7 +71,7 @@
   authors: T. Marty, T. François, P. Tessier, L. Gauthier, L.-M. Rousseau, Q. Cappart
   link: 
     url: https://arxiv.org/abs/2301.01913
-    display: Proceedings of CP 2023 conference
+    display: Proceedings of CP 2023 conference **(Distinguished paper)**
   highlight: 1
   news2:
 
@@ -64,7 +97,7 @@
   i.e. association rules. We apply this idea to the design of playing bots, which is ubiquitous in the video game industry."
   authors: Z. Parham, V.T. de Lille, Q. Cappart
   link:
-    url: https://lion17.org/
+    url: https://link.springer.com/book/10.1007/978-3-031-44505-7
     display: Proceedings of LION 2023 conference
   highlight: 1
   news2:
@@ -79,7 +112,7 @@
   Using predictors for ambulance repositioning reduces at least 10% of the overall fleet reaction distance."
   authors: A. Parjadis, Q. Cappart, Q. Massoteau, L.-M. Rousseau,
   link:
-    url: https://lion17.org/
+    url: https://link.springer.com/book/10.1007/978-3-031-44505-7
     display: Proceedings of LION 2023 conference
   highlight: 1
   news2:
diff --git a/_data/students.yml b/_data/students.yml
index 9d9d493..247e8d7 100755
--- a/_data/students.yml
+++ b/_data/students.yml
@@ -19,7 +19,7 @@
 
 - name: Max Bourgeat
   photo: mbourgeat.png
-  info: Ph.D. Student (starting in 2024)
+  info: Ph.D. Student (started in 2024)
   email: 
   number_educ: 2
   education1: "Project: machine learning for combinatorial optimization"
@@ -65,9 +65,25 @@
   education1: "Project: relaxation mechanisms in decision diagrams"
   education2: Supervised by Louis-Martin Rousseau and Quentin Cappart
 
+- name: Thibault Le Sellier de Chezelles
+  photo: tlesellier.jpg
+  info: M.Sc. Student (started in 2024)
+  email: 
+  number_educ: 2
+  education1: "Project: LLMs for open-ended web tasks"
+  education2: Supervised by Quentin Cappart and Maxime Gasse
+
+- name: Yoann Sabatier Montanaro
+  photo: ysabatier.jpg
+  info: M.Sc. Student (started in 2024)
+  email: 
+  number_educ: 2
+  education1: "Project: learning user preferences in routing problems"
+  education2: Supervised by Quentin Cappart and Guy Desaulniers
+
 - name: Théau Lepouttre
   photo: tlepouttre.png
-  info: M.Sc. Student (starting in 2024)
+  info: M.Sc. Student (started in 2024)
   email: 
   number_educ: 2
   education1: "Project: learning user preferences in routing problems"