Roman Vashurin
5 papers · 2022–2025 · 3 venues · across top CS/AI venues
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Achievements
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Conference Polyglot · Bronze
🌉
Interdisciplinary Bridge · Bronze
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Taxonomy Completionist
(18)
Venues
Top co-authors
Research topics
Machine Learning
(4)
Learning Types
(4)
Artificial Intelligence
(3)
Core AI
(3)
Deep Learning
(2)
Natural Language Processing
(2)
Architectures
(2)
Optimization & Theory · Machine Learning
(2)
Application Areas
(1)
Applications
(1)
Generation
(1)
Optimization & Theory · Deep Learning
(1)
Resources & Methods
(1)
Techniques
(1)
Keywords
large language model
(3)
uncertainty quantification
(2)
text generation
(2)
uncertainty estimation
(2)
out-of-domain detection
(1)
regression analysis
(1)
weight sharing
(1)
language model
(1)
out-of-distribution detection
(1)
token probability
(1)
hallucination detection
(1)
gradient descent dynamics
(1)
embedded ensemble
(1)
dropout ensemble
(1)
sequence-to-sequence model
(1)
length bia
(1)
confidence score
(1)
monte carlo dropout
(1)
infinite-width limit
(1)
length normalization
(1)
Papers
UNCERTAINTY-LINE: Length-Invariant Estimation of Uncertainty for Large Language Models
EMNLP 2025
Uncertainty Quantification for Large Language Models
ACL 2025
Efficient Out-of-Domain Detection for Sequence to Sequence Models
ACL 2023
LM-Polygraph: Uncertainty Estimation for Language Models
EMNLP 2023
Embedded Ensembles: infinite width limit and operating regimes
AISTATS 2022