PhD Thesis: Probabilistic deep learning: from efficient sampling to principled generation

PhD Thesis · Jagiellonian University · Defended May 2026 · Awarded with distinction

Advisor: Prof. Jacek Tabor

Reviewers: Prof. Arnaud Doucet (University of Oxford / Google DeepMind),
Prof. Amos Storkey (University of Edinburgh),
Prof. Piotr Miłoś (University of Warsaw / IMPAN / Mistral AI)

Download full thesis (PDF)