Hicham Janati

I’m an associate professor at Insea (Rabat) and Télécom Paris. My research and interests gravitate around machine learning with a focus on optimal transport and diffusion models. I’m passionate about exploring ideas deeply and sharing them clearly. This site [in construction] is where I document and share what I’m working on.

Short Bio

In 2021, I obtained both my Master’s and PhD degrees from ENSAE Paris, where I worked under the supervision of Alexandre Gramfort and Marco Cuturi on optimal transport and its applications in machine learning. My thesis manuscript is available here. Following my PhD, I held a postdoctoral position at École Polytechnique, working with Rémi Flamary on deep learning for domain adaptation. I have been an Associate Professor at Télécom Paris since December 2021, and I joined INSEA in the same role in January 2025.

News

Date Event
Feb 2025 Spatio-Temporal Alignments accepted in Journal of Machine Learning Research (JMLR)
Jan 2025 Joined Insea as Associate Professor
Jun 2023 Unbalanced Co-Optimal Transport accepted at AAAI Conference
Dec 2021 Joined Télécom Paris as Associate Professor
Apr 2021 Started postdoc at École Polytechnique in Rémi Flamary’s lab
Mar 2021 Defended PhD — manuscript
Dec 2020 Presented OT Closed-Form for Gaussians at NeurIPS 2020 (Orals, Virtual)
Jul 2020 Presented Debiased Sinkhorn Barycenters at ICML 2020 (Spotlight, Virtual)
Apr 2020 Presented Spatio-Temporal OT at AISTATS 2020 (Virtual)
Jun 2019 Presented Local OT for Brain Template Estimation at IPMI 2019 (Hong Kong)
Apr 2019 Presented Wasserstein Regularization at AISTATS 2019 (Okinawa, Japan)