CoCoA: A Minimum Bayes Risk Framework Bridging Confidence and Consistency for Uncertainty Quantification in LLMs. - Roman Vashurin; Maiya Goloburda; Albina Ilina; Aleksandr Rubashevskii; Preslav Nakov; Artem Shelmanov; Maxim Panov (NeurIPS, 2025)

Guess & Guide: Gradient-Free Zero-Shot Diffusion Guidance. - Abduragim Shtanchaev; Albina Ilina; Yazid Janati; Arip Asadulaev; Martin Takác 001; Eric Moulines (CoRR, 2026)

Bayesian Rain Field Reconstruction using Commercial Microwave Links and Diffusion Model Priors. - Badr Moufad; Albina Ilina; Hai Victor Habi; Salem Lahlou; Yazid Janati; Hagit Messer; Eric Moulines (CoRR, 2026)