Since october 2022, I am a PhD Student in computer science at Inria Rennes in the ARTISHAU team. I am supervised by Erwan Le Merrer, Gilles Tredan, and Benoît Rottembourg. I am looking for Post-Doc opportunities, starting Spring 2026.

I am interested in developing reliable mechanisms for auditing machine learning models, especially in adversarial or uncertain settings. My research prioritizes techniques that operate with limited access to internal mechanisms, allowing for external verification. I explore both theoretical and applied approaches to achieve meaningful audit outcomes with minimal system interference.

My research also addresses the protection of graphs, which plays a central role in many real-world applications. I focus on designing techniques for embedding traceable information within graphs, allowing for the identification of unauthorized data sharing or manipulation. These methods seek to balance traceability with the preservation of essential graph properties.

Publications

  • P2NIA: Privacy-Preserving Non-Iterative Auditing, Jade Garcia Bourrée, Hadrien Lautraite, Sébastien Gambs, Gilles Tredan, Erwan Le Merrer, Benoît Rottembourg. In ECML’25.
  • Robust ML Auditing using Prior Knowledge, Jade Garcia Bourrée, Augustin Godinot, Martijn De Vos, Milos Vujasinovic, Sayan Biswas, Gilles Tredan, Erwan Le Merrer, Anne-Marie Kermarrec. In ICML’25.
  • Robust Fingerprinting of Graphs with FinG, Odysseas Drosis, Jade Garcia Bourrée, Anne-Marie Kermarrec, Erwan Le Merrer, Othmane Safsafi. In SRDS’25.
  • Fast & Fourier: tatouage spectral de graphes, Jade Garcia Bourrée, Anne-Marie Kermarrec, Erwan Le Merrer, Othmane Safsafi. In ALGOTEL’25.
  • Fairness auditing with multi-agent collaboration, Martijn de Vos, Akash Dhasade, Jade Garcia Bourrée, Anne-Marie Kermarrec, Erwan Le Merrer, Benoît Rottembourg, Gilles Tredan. In ECAI’24.
  • Auditer l’équité: l’union fait-elle la force?, Martijn de Vos, Akash Dhasade, Jade Garcia Bourrée, Anne-Marie Kermarrec, Erwan Le Merrer, Benoît Rottembourg, Gilles Trédan. In ALGOTEL’24.