Valentin Lafargue

Occupation : PhD Student at IMT , INRIA , ANITI 2 and IRIT

Publications

Published work

• Fairness is in the details: Face Dataset Auditing
  Authors: Valentin Lafargue, Emmanuelle Claeys, Jean-Michel Loubes
  Conference Paper: ECML PKDD Applied Data Science Track 2025
• Orthogonium: A Unified, Efficient Library of Orthogonal and 1‑Lipschitz Building Blocks
  Authors: Thibaut Boissin, Franck Mamalet, Valentin Lafargue, Mathieu Serrurier
  Workshop Paper: Championing Open-source DEvelopment in ML Workshop@ ICML25

Preprints

• Exposing the Illusion of Fairness: Auditing Vulnerabilities to Distributional Manipulation Attacks
  Authors: Valentin Lafargue, Adriana Laurindo Monteiro, Emmanuelle Claeys, Laurent Risser, Jean-Michel Loubes
  Year: 2025
• Probing Cultural Signals in Large Language Models through Author Profiling
  Authors: Valentin Lafargue, Ariel Guerra-Adames, Emmanuelle Claeys, Elouan Vuichard, Jean-Michel Loubes
  Year: 2026

Teaching

2024-2025

• M1-M2 SID UT3: Inter-promotional project supervision: Open data university, energy performance diagnosis group
• M2-SID UT3: Learning process for Big Data, presentation jury
• M1 SID UT3: TER supervisons, two students working on LLM evaluation & Machine Learning application in Education.

2025-2026

• 1st year INSA: Maths 0 TD (Logic, Set theory, Applications, Sequence)
• M1 SID UT: Math methods for supervised Machine Learning TD/TP
• M2 Mapi3 & IMA UT: Math for Machine Learning TD/TP