04/2026-09/2026 · Funded research supervision: "Uncertainty Quantification and Scalable Methods for Large Language Models and Multimodal Data Fusion"
Supervision & research mentoring
I actively mentor and supervise students across mathematical statistics and AI for science, from bachelor honours theses to PhD co-supervision, in Australia, France, Vietnam, and Singapore. Students, topics, and co-supervisors are named below.
Supervision
Formal supervision of PhD, master, and bachelor honours theses and capstone projects, with co-supervisors and students named below.
2026- · PhD thesis: "Modèles génératifs frugaux multimodaux pour les données industrielles" (Frugal multimodal generative models for industrial data)
08/2025- · PhD thesis: "Robust Bayesian Inference for Differential Equation Models with Applications in Biology"
07/2025- · Bachelor honours thesis: "Adaptive Multivariate Density Estimation for Clustering with Gaussian Mixtures"
02-06/2025 · Data Science Capstone Project 2B (DATA7903), academic supervision and assessment
09/2024- · Master thesis: "Model-Based Clustering with Variable Selection for Missing Data"
09/2024- · Bachelor honours thesis: "Revisiting Model Selection and Parameter Estimation for Gaussian-gated Gaussian Mixture of Experts Using Dendrograms of Mixing Measures"
09/2024- · Bachelor honours thesis: "Model Selection in Mixture of Experts Models via Penalized Likelihood Approach"
09/2024- · Bachelor honours thesis: "Revisiting and Empirical Validation of the Convergence Rates of Variational Posterior Distributions"
07-11/2024 · Data Science Capstone Project 1 (DATA7901), academic supervision and assessment
Research mentoring
Informal research mentoring of motivated students on focused projects, several of whom have gone on to graduate study abroad.
09/2024- · Research mentoring: "Model-Based Clustering with Variable Selection for Missing Data"
09/2024- · Research mentoring: "Model Selection in Mixture of Experts Models Using Dendrograms of Mixing Measures"
09/2024- · Research mentoring: "Model Selection in Mixture of Experts Models Using Dendrograms of Mixing Measures"
05/2024- · Research mentoring: "Revisiting Incremental Stochastic Majorization-Minimization Algorithms with Applications to Mixture of Experts"
05/2024- · Research mentoring: "A Globally Convergent Minorization-Maximization Algorithm for Gaussian Mixture of Experts Models"