ML Anthology

Vashurin, Roman

4 publications

ICLR 2026 Don't Throw Away Your Beams: Improving Consistency-Based Uncertainties in LLMs via Beam Search Ekaterina Fadeeva, Maiya Goloburda, Aleksandr Rubashevskii, Roman Vashurin, Artem Shelmanov, Preslav Nakov, Mrinmaya Sachan, Maxim Panov
NeurIPS 2025 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
ICLRW 2025 Sample-Focused Approach for Robust Uncertainty Quantification in LLMs Roman Vashurin, Maiya Goloburda, Preslav Nakov, Artem Shelmanov, Maxim Panov
AISTATS 2022 Embedded Ensembles: Infinite Width Limit and Operating Regimes Maksim Velikanov, Roman V. Kail, Ivan Anokhin, Roman Vashurin, Maxim Panov, Alexey Zaytsev, Dmitry Yarotsky