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@@ -4,7 +4,7 @@ title: "Learning and Optimization in Côte d'Azur 2024"
 
 **September 23-25, 2024**
 
-The workshop focuses on optimization applied to solving problems in imaging and machine learning. This event will bring together experts to explore the latest advancements in these themes. Participants will have the opportunity to exchange innovative ideas to tackle current challenges in optimization and machine learning. Special attention will be given to stochastic methods, bi-level optimization, and non-smooth methods.
+The workshop focuses on optimization applied to solving problems in imaging and machine learning. This event will bring together experts to explore the latest advancements in these themes. Participants will have the opportunity to exchange innovative ideas to tackle current challenges in optimization and machine learning.
 
 ## Speakers
 
@@ -19,13 +19,38 @@ The workshop focuses on optimization applied to solving problems in imaging and
 
 ## Location
 
-The workshop will take place at the [I3S](https://www.i3s.unice.fr/en/) institute, Université Côte d'Azur, Sophia-Antipolis, France.
+The workshop will take place at the [I3S](https://www.i3s.unice.fr/en/) institute, room 007, Université Côte d'Azur, Sophia-Antipolis, France.
 
 ## Schedule
 
-September 23: Mini-cours "Optimal Transport in Machine Learning" by [Elsa Cazelles](https://www.irit.fr/~Elsa.Cazelles/)
+### September 23: Mini-course
 
-September 24-25: Talks, TBA
+- 13:30: Registration & Welcome
+- 14:00-15:30: Mini-course "Optimal Transport in Machine Learning" by [Elsa Cazelles](https://www.irit.fr/~Elsa.Cazelles/)
+- 15:30-16:00: Coffee break
+- 16:00-17:30: Mini-course "Optimal Transport in Machine Learning" by [Elsa Cazelles](https://www.irit.fr/~Elsa.Cazelles/)
+
+### September 24: Conference
+
+- 09:00-09:30: Welcome
+- 09:30-10:30:
+- 10:30-11:00: Coffee break
+- 11:00-12:00:
+- 12:00-14:00: Lunch
+- 14:00-15:00: Session poster
+- 15:00-16:00: 
+- 16:00-16:30: Coffee break
+- 16:30-17:30:
+
+### September 25: Conference
+
+- 09:30-10:30:
+- 10:30-11:00: Coffee break
+- 11:00-12:00:
+- 12:00-14:00: Lunch
+- 14:00-15:00:
+- 15:00-15:30: Coffee break
+- 15:30-16:30:
 
 ## Scientific committee
 - Laure Blanc-Féraud
@@ -33,3 +58,8 @@ September 24-25: Talks, TBA
 - Luca Calatroni
 - Yassine Laguel
 - Samuel Vaiter
+
+## Sponsors
+
+![Inria](/img/inria.png)
+![RT MAIAGES](/img/maiages.png)
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