Network synthesis under survivability constraints. - Jean François Maurras; Sonia Vanier (4OR, 2004)

Virtual Network Functions Placement for Defense Against Distributed Denial of Service Attacks. - Sonia Haddad-Vanier; Céline Gicquel; Lila Boukhatem; Kahina Lazri; Paul Chaignon (ICORES, 2019)

Optimal deployment of virtual network functions for securing telecommunication networks against distributed denial of service attacks: A robust optimization approach. - Céline Gicquel; Sonia Vanier; Alexandros Papadimitriou (Comput. Oper. Res., 2022)

Branch-and-price for energy optimization in multi-hop wireless sensor networks. - Liding Xu; Sonia Haddad-Vanier (Networks, 2022)

Branch and price for submodular bin packing. - Liding Xu; Claudia D'Ambrosio; Sonia Haddad-Vanier; Emiliano Traversi (EURO J. Comput. Optim., 2023)

Predicting and analyzing memorization within fine-tuned Large Language Models. - Jérémie Dentan; Davide Buscaldi; Aymen Shabou; Sonia Vanier (CoRR, 2024)

PACT: Pruning and Clustering-Based Token Reduction for Faster Visual Language Models. - Mohamed Dhouib; Davide Buscaldi; Sonia Vanier; Aymen Shabou (CVPR, 2025)

Cutting Planes for Signomial Programming. - Liding Xu; Claudia D'Ambrosio; Leo Liberti; Sonia Haddad-Vanier (SIAM J. Optim., 2025)

Unveiling Decision-Making in LLMs for Text Classification : Extraction of influential and interpretable concepts with Sparse Autoencoders. - Mathis Le Bail; Jérémie Dentan; Davide Buscaldi; Sonia Vanier (CoRR, 2025)

Guess or Recall? Training CNNs to Classify and Localize Memorization in LLMs. - Jérémie Dentan; Davide Buscaldi; Sonia Vanier (CoRR, 2025)