2025
From data to diagnosis: causal learning insights for cardiac health, Artichoke project meeting, Sophia Antipolis, May 6th, 2025.
Advancing cardiac health with causal learning: a multimodal approach to arrhythmia detection and heart model sensitivity analysis, PhD seminars, Sophia Antipolis, France, March 31st, 2025 (Invited speaker).
Causal Learning in cardiac health: multimodal learning approach to drug-induced arrhythmia and sensitivity analysis of electromechanical heart model, Epione Seminar, Sophia Antipolis, France, March 5th, 2025.
MC2VAE: Multi-Channel Causal Variational Autoencoder, Complex Days Conference, Nice, France, Feb 7th, 2025.
2024
Medical data analysis using causal discovery with application to cardiology (Demo), Fête de la science, Villeneuve Loubet village, France, October 4th- 6th, 2024.
Insights about ion channel blockades and electromechanical biomarkers’ interrelations using a novel Multi‐Channel Causal Variational Autoencoder, 22nd International Conference on Computational Methods in Systems Biology, Pisa, Italy, September 16th, 2024.
Assessing ionic current blockades and electromechanical biomarkers’ interrelations through a novel Multi‐Channel Causal Variational Autoencoder, Computing in Cardiology International Conference, Karlsruhe, Germany, September 11th, 2024.
SCM‐VAE: Learning Identifiable Causal Representations via Structural Knowledge, Journal Club, Epione Team, Sophia Antipolis, February 16th, 2024.
Causal data analysis with application to cardiology, Epione’ Team Auron Seminar, February 5th, 2024.
2023
A Causal Discovery Approach to Streamline Ionic Currents Selection to Improve Drug‐induced TdP Risk Assessment, Computing in Cardiology International Conference, Georgia Tech, Atlanta, United States, October 1st, 2023.
Application of ICA‐LiNGAM causal discovery algorithm for drug‐induced TdP risk assessment, Tools for causality research school, Autrans‐Méaudre‐en‐Vercors, France, September 28th, 2023.
Stratification of Patients with Complex Phenotypes within Hands‐on 3, VPHi Summer School, Barcelona, Spain, June 9th, 2023.
Partial differential equations to model ulcerative colitis lesions propagation, Journal Club, Epione Team, Sophia Antipolis, April 21st, 2023.
Drugs Proarrhythmia Risk: identification of biomarkers through causal analysis, Epione’ Team Auron Seminar, March 7th, 2023.
2021
Automatic detection and spatial modelling of Ulcerative Colitis lesions from colonoscopy videos, Biomedical signals: processing and mathematical analysis, Math‐Stic Sorbonne Paris Nord University, October 19th, 2021 (Invited speaker).
Inflammatory bowel diseases: mathematical modelling and image analysis, Challenges in Inflammation, Inflamex, June 18th, 2021 (Invited speaker, remotely).
Mathematical modelling of inflammatory bowel disease lesions: automatic detection and speed estimation, Journée des Doctorants Normands (JDD), Laboratory of Applied Mathematics, Le Havre Normandie University, June 9th, 2021 (Invited speaker).
Geometrical mapping of bleeding and ulcer lesions for Ulcerative Colitis disease, Orofacial Pathologies, Imaging and Biotherapies Laboratory, Paris University, January 19th, 2021 (Invited speaker, remotely).
2019
Modélisation mathématique des maladies inflammatoires chroniques de l’intestin, MathInnov Day, Sorbonne University, November 14th, 2019.
2025
Cardiac electromechanical model sensitivity analysis using causal discovery, 13th Functional Imaging and Modeling of the Heart International Conference (FIMH), Dallas, Texas, June 2025.
2023
Application of causal discovery for upstream ion channels selection for drug‐induced TdP risk assessment, Tools for causality research school, Autrans‐Méaudre‐en‐Vercors, France, September 2023.
Application of causal discovery for upstream ion channels selection for drug‐induced TdP risk assessment, AI4Health Summer School, Parisanté, Paris, June 2023.
2022
Detection of endoscopic lesions from limited quality annotations in colonoscopy videos, 17 th ECCO Congress, Vienna, Austria, February 2022 (Remotely).
Automatic bleeding and ulcer detection from limited quality annotations in ulcerative colitis, Crohn’s & Colitis Congress, Las Vegas, USA, January 2022 (Remotely).
2021
Automatic detection of bleeding and ulcers of ulcerative colitis disease in endoscopic videos, Congrès des jeunes Chercheuses et chercheurs en Mathématiques Appliquées (CJC), Ecole Polytechnique, Plateau de Saclay, France, 2021 (Abstract link).
Automatic detection of ulcerative colitis disease in colonoscopy videos, (Extended abstract), Research School Mathematics, Signal Processing and Learning, CIRM, Marseille, France, 2021 (Remotely).
2020
Mathematical modeling of the spatial distribution of lesions in inflammatory bowel disease, Workshop on Mathematics of Complex Systems in Biology and Medicine, CIRM, Marseille, France, 2020.
2019
Modélisation linéaire du score endoscopique de la rectocolite hémorragique, 26ème Journée de l’école doctorale Galilée, Bobigny, France, 2019.