I am a machine learning researcher specializing in probabilistic modeling, Bayesian inference, and large language models. I am currently a Senior Machine Learning Engineer at Inven and a Ph.D. researcher at Aalto University, advised by Prof. Arno Solin. My doctoral dissertation has been completed and successfully pre-examined, and is pending public defense in June 2026.
My research spans industry and academia through roles at Microsoft Research, Adobe Research, and the University of Oxford. I work on uncertainty-aware reasoning, sequential decision-making, and scalable inference methods for language models and probabilistic systems with applications to retrieval, entity understanding, and reasoning over noisy real-world data. Recent work includes efficient test-time planning for retrieval-augmented generation (RAG) and Bayesian causal discovery with language model priors.