Dmitry Umerenkov

According to our database, Dmitry Umerenkov authored at least 15 papers between 2019 and 2025.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2025

How many samples to label for an application given a foundation model? Chest X-ray classification study.

Nikolay Nechaev, Evgeniia Przhezdzetskaia, Victor Gombolevskiy, Dmitry Umerenkov, Dmitry V. Dylov

CoRR, October, 2025

Random Direct Preference Optimization for Radiography Report Generation.

Valentin Samokhin, Boris Shirokikh, Mikhail Goncharov, Dmitriy Umerenkov, Maksim Bobrin, Ivan V. Oseledets, Dmitry V. Dylov, Mikhail Belyaev

Proceedings of the Foundation Models for General Medical AI - Third International Workshop, 2025

AI Diagnostic Assistant (AIDA): A Predictive Model for Diagnoses from Health Records in Clinical Decision Support Systems.

Dmitriy Umerenkov, Alexandr Nesterov, Vladimir Shaposhnikov, Ruslan Abramov, Nikolay Romanenko, Vladimir Kokh, Marina Kirina, Anton Abrosimov, Dmitry V. Dylov, Ivan V. Oseledets

Proceedings of the Thirty-Fourth International Joint Conference on Artificial Intelligence, 2025

2024

AIRI at RRG24: LLaVa with specialised encoder and decoder.

Marina Munkhoeva, Dmitry Umerenkov, Valentin Samokhin

Proceedings of the 23rd Workshop on Biomedical Natural Language Processing, 2024

2023

PROSTATA: a framework for protein stability assessment using transformers.

Dmitriy Umerenkov, Fedor Nikolaev, Tatiana I Shashkova, Pavel V. Strashnov, Maria Sindeeva, Andrey Shevtsov, Nikita V. Ivanisenko, Olga L. Kardymon

Bioinform., October, 2023

Deciphering Diagnoses: How Large Language Models Explanations Influence Clinical Decision Making.

Dmitriy Umerenkov, Galina Zubkova, Aleksandr Nesterov

CoRR, 2023

Predicting COVID-19 and pneumonia complications from admission texts.

Dmitriy Umerenkov, Oleg Cherkashin, Alexander S. Nesterov, Victor Gombolevskiy, Irina Demko, Alexander Yalunin, Vladimir Kokh

CoRR, 2023

2022

RuBioRoBERTa: a pre-trained biomedical language model for Russian language biomedical text mining.

Alexander Yalunin, Alexander S. Nesterov, Dmitriy Umerenkov

CoRR, 2022

Abstractive summarization of hospitalisation histories with transformer networks.

Alexander Yalunin, Dmitriy Umerenkov, Vladimir Kokh

CoRR, 2022

Distantly supervised end-to-end medical entity extraction from electronic health records with human-level quality.

Alexander S. Nesterov, Dmitry Umerenkov

CoRR, 2022

NeuralSympCheck: A Symptom Checking and Disease Diagnostic Neural Model with Logic Regularization.

Aleksandr Nesterov, Bulat Ibragimov, Dmitriy Umerenkov, Artem Shelmanov, Galina Zubkova, Vladimir Kokh

Proceedings of the Artificial Intelligence in Medicine, 2022

2021

CoRSAI: A System for Robust Interpretation of CT Scans of COVID-19 Patients Using Deep Learning.

Manvel Avetisian, Ilya Burenko, Konstantin Egorov, Vladimir Kokh, Aleksandr Nesterov, Aleksandr Nikolaev, Alexander Ponomarchuk, Elena Sokolova, Alex Tuzhilin, Dmitry Umerenkov

ACM Trans. Manag. Inf. Syst., 2021

Generating Mammography Reports from Multi-view Mammograms with BERT.

Alexander Yalunin, Elena Sokolova, Ilya Burenko, Alexander Ponomarchuk, Olga Puchkova, Dmitriy Umerenkov

Proceedings of the Findings of the Association for Computational Linguistics: EMNLP 2021, 2021

2020

Predicting Clinical Diagnosis from Patients Electronic Health Records Using BERT-Based Neural Networks.

Pavel Blinov, Manvel Avetisian, Vladimir Kokh, Dmitry Umerenkov, Alexander Tuzhilin

Proceedings of the Artificial Intelligence in Medicine, 2020

2019

Radiologist-Level Stroke Classification on Non-contrast CT Scans with Deep U-Net.

Manvel Avetisian, Vladimir Kokh, Alexander Tuzhilin, Dmitry Umerenkov

Proceedings of the Medical Image Computing and Computer Assisted Intervention - MICCAI 2019, 2019