Welcome !
I am a last year PhD student in applied mathematics, statistics and machine learning working at Inria Paris. My supervisors are Agathe Guilloux (Inria Paris) and Anne-Sophie Jannot (Inria Paris, AP-HP). I am currently vising the Premedical team at Inria Montpellier, where I am hosted by Julie Josse and Aurélien Bellet.
Research
My research spans dynamical systems, meta-learning and learning theory. I am particularly interested in problems at the intersection of healthcare and trustworthy ML, and more generally in the implications of algorithmic decision making in medicine.
Short CV
2021 - 2025. PhD student at Inria Paris. During my PhD, I visited MBZUAI (UAE) and Inria Montpellier, where I was hosted by Aurélien Bellet and Julie Josse.
2025. Complementary diploma in precision oncology at Institut Gustave Roussy (IGR, Paris).
2024. Research intern at Owkin.
2016 - 2021. Student at Ecole Normale Supérieure (Paris) and Sorbonne University (Paris) in mathematics, economics and computer science.
News
March 2025. I have been awarded a post-doctoral fellowship from the EPFL AI Center. I will join EPFL in fall 2025 to work with Charlotte Bunne and Bart Deplancke on foundation models for precision healthcare.
March 2025. New preprint on perturbation response prediction. This is joint work w. Barbara Bodinier, Antonin Dauvin and Gaëtan Dissez (Owkin).
November 2024. I am co-organizing with Christa Cuchiero, Nina Drobac, Adeline Fermanian, Paul Hager and Olivier Wintenberger a workshop on Neural Dynamical Systems for Time-Series Data in Vienna from the 23rd to the 25th of April 2025. More information can been found on the dedicated website.
October 2024. I will start a complementary diploma (or diplôme universitaire) on Therapeutical Innovations in Oncology at Institut Gustave Roussy in January 2025.
October 2024. Registrations are now open for our one-day workshop Methodological and computational advances in survival analysis which will be held in Paris on the 26th of November 2024. This event is co-organized with Judith Abecassis (Inria Paris), Agathe Guilloux (Inria Paris), Julie Josse (Inria Montpellier) and Julie Alberge (Inria Paris) and supported by Inria and Inserm.
October 2024. New preprint on LLMs and Markov Chains. This is joint work with Oussama Zekri, Ambroise Odonnat, Abdelhakim Benechehab, Nicolas Boullé and Ievgen Redko.
September 2024. Happy to share that NeurIPS in Paris is back for another year !
September 2024. I am co-organising a one-day workshop on Methodological and computational advances in survival analysis in Paris in late November with Judith Abecassis (Inria Paris), Agathe Guilloux (Inria Paris), Julie Josse (Inria Montpellier) and Julie Alberge (Inria Paris). More details to come soon !
September 2024. I have moved to Montpellier and joined the PreMeDICaL team. Feel free to reach out if you are in town !
July 2024. I’m in Vienna @ ICML 2024 ! Feel free to reach out (easiest way to reach me is via Twitter or Linkedin). I’ll be presenting recent work on dynamic survival analysis on 25/07 (1.30PM poster #217).
July 2024. I will join Inria Montpellier’s PreMeDICaL team for a visiting stay in September for 6 months. I’m fortunate to be hosted by Julie Josse and Aurélien Bellet.
June 2024. I have collected a bunch of papers I am interested in that will be presented at ICML 2024. Feel free to suggest additions.
June 2024. I will be attending ICML 2024 in Vienna. Please reach out if you wish to chat or have a Wiener Melange next July.
June 2024. The video of my one-day lecture on “Neural ODEs“, held with Adeline Fermanian in Greifswald, is now online. Many thanks to Joscha Diehl and fellow organizers for this workshop !
June 2024. The camera-ready version of our paper on dynamical survival is online, along with the code.
May 2024. My third PhD paper on survival analysis with signatures was accepted at ICML 2024.
March 2024. I am starting a PhD internship at Owkin. I’ll be working on transfer learning for drug discovery in the biostatistics and causality team.
March 2024. I will give a one-day lecture on “Neural ODEs“ with Adeline Fermanian at the spring school on “The mathematics of Data Streams: Signatures, Neural ODEs and Diffusion Models” in Greifswald.
February 2024. My second paper on generalisation properties of neural CDEs was accepted at ICLR 2024. See you in Vienna !
February 2024. New preprint on survival analysis with signatures (joint work with V.T. Nguyen, A. Fermanian and A. Guilloux).