About me

For the first half of 2026, I am a visiting researcher at the INDY lab at EPFL, led by Matthias Grossglauser and Patrick Thiran.

My home base is the University of Helsinki, where I am an FCAI postdoctoral researcher working with Arto Klami and Luigi Acerbi. Previously, I completed my PhD at Aalto University under the supervision of Samuel Kaski. I also hold two Master’s degrees, one in Mathematics and one in Economics, from the University of Helsinki.

Research

My research focuses on probabilistic deep learning, particularly on learning from human data. At its core, my work combines random utility theory with modern probabilistic models, such as flows and diffusion models, to create flexible representations of beliefs held by various oracles, including humans and LLMs. As an example, see work on normalizing flows and diffusion models. Key areas of interest include probabilistic models, choice modelling, elicitation (knowledge/prior elicitation, preference learning), and Bayesian optimization.