Anastasia Panfilova, Denis Turdakov. Applying Explainable Artificial Intelligence Methods to Models for Diagnosing Personal Traits and Cognitive Abilities by Social Network Data.Журнал "Scientific Reports".
Daria Yakovleva, Sergei Telnov, Ilya Makarov And Andrey Filchenkov. Bid Landscape Forecasting and Cold Start Problem with Transformers.Журнал "IEEE Access".
Abdurakhmon Sadiev, Aleksandr Beznosikov, Abdulla Jasem Almansoori, Dmitry Kamzolov, Rachael Tappenden, Martin Takac. Stochastic Gradient Methods with Preconditioned Updates.Журнал «Journal of Optimization Theory and Applications».
Vitaliy Pozdnyakov, Aleksandr Kovalenko, Ilya Makarov (Member, IEEE), Mikhail Drobyshevskiy, Kirill Lukyanov. Adversarial Attacks and Defenses in Fault Detection and Diagnosis: A Comprehensive Benchmark on the Tennessee Eastman Process.Журнал «IEEE Open Journal of the Industrial Electronics Society».
Irina Sokolova, Ilya Makarov. From Esperanto to Volapük: Interpretable Graph Features for Assessing Linguistic Complexity in Constructed Languages.Журнал «IEEE Access».
Aleksandr Kovalenko, Vitaliy Pozdnyakov, Ilya Makarov. Graph Neural Networks With Trainable Adjacency Matrices for Fault Diagnosis on Multivariate Sensor Data.Журнал «IEEE Access».
Aleksandr Lobanov, Nail Bashirov, Alexander Gasnikov. The “Black-Box” Optimization Problem: Zero-Order Accelerated Stochastic Method via Kernel Approximation.Журнал «Journal of Optimization Theory and Applications».
Anna Chistyakova, Anastasia Antsiferova, Maksim Khrebtov, Sergey Lavrushkin, Konstantin Arkhipenko, Dmitriy Vatolin, Denis Turdakov. Increasing the Robustness of Image Quality Assessment Models Through Adversarial Training.Журнал «Technologies».
К. С. Лукьянов, П. А. Яськов, А. И. Перминов, А. П. Коваленко, Д. Ю. Турдаков. Экстраполяция байесовского классификатора при неизвестном носителе распределения смеси двух классов.Журнал «Успехи математических наук» (RUSSIAN MATHEMATICAL SURVEYS).
Vladimir Zh. Kuklin, Naur Z. Ivanov, Alexander N. Muranov, Islam A. Alexandrov, Elena Yu. Linskaya. Improving the Reliability of Biometric Authentication Processes Using a Model for Reducing Data Drift.Журнал «Emerging Science Journal».
A. E. Sadchikov, S. A. Chezhegov, A. N. Beznosikov, A. V. Gasnikov. Local SGD for Near-Quadratic Problems: Improving Convergence under Unconstrained Noise Conditions.Журнал «Успехи математических наук» (RUSSIAN MATHEMATICAL SURVEYS).
Egor Gladin, Alexander Gasnikov, Pavel Dvurechensky. Accuracy Certificates for Convex Minimization with Inexact Oracle.Журнал «Journal of Optimization Theory and Applications».
Chernyshev D., Dobrov B. Investigating the pre-training bias in low-resource abstractive summarization.Журнал «IEEE Access».
Luis Abrego, Alexey Zaikin, Ines P. Marino, Mikhail I. Krivonosov, Ian Jacobs, Usha Menon, Aleksandra Gentry-Maharaj, Oleg Blyuss. Bayesian and deep-learning models applied to the early detection of ovarian cancer using multiple longitudinal biomarkers.Журнал "Cancer Medicine".
Daniil Khachai, Olga Battaia, Alexander Petunin and Michael Khachay. Discrete Cutting Path Problems: a General Solution Framework and Industrial Applications.Журнал "International Journal of Production Research".
Anastasia Antsiferova, Khaled Abud, Aleksandr Gushchin, Ekaterina Shumitskaya, Sergey Lavrushkin, Dmitriy Vatolin. Comparing The Robustness Of Modern No-Reference Image- And Video-Quality Metrics To Adversarial Attacks.Конференция AAAI-2024.
Veronika Ganeeva, Kuzma Khrabrov, Artur Kadurin, Andrey V. Savchenko, Elena Tutubalina. Chemical Language Models Have Problems with Chemistry: A Case Study on Molecule Captioning Task.Конференция ICLR 2024.
Nikita Puchkin, Eduard Gorbunov, Nikolay Kutuzov, Alexander Gasnikov. Breaking the Heavy-Tailed Noise Barrier in Stochastic Optimization Problems.Конференция AISTATS 2024.
Alexander Gambashidze, Aleksandr Dadukin, Maxim Golyadkin, Maria Razzhivina, Ilya Makarov. Weak-to-Strong 3D Object Detection with X-Ray Distillation.Конференция CVPR 2024.
Artem Tsypin, Leonid Ugadiarov, Kuzma Khrabrov, Alexander Telepov, Egor Rumiantsev, Alexey Skrynnik, Aleksandr Panov, Dmitry Vetrov, Elena Tutubalina, Artur Kadurin. Gradual Optimization Learning for Conformational Energy Minimization.Конференция ICLR 2024.
Andrey Sakhovskiy, Natalia Semenova, Artur Kadurin, Elena Tutubalina. Biomedical Entity Representation with Graph-Augmented Multi-Objective Transformer.Конференция NAACL 2024.
Kirill Brilliantov, Fedor Pavutnitskiy, Dmitry Pasechnyuk, German Magai. Applying language models to algebraic topology: generating simplicial cycles using multi-labeling in Wu's formula.Конференция ICML 2024.
Mikhail Shirokikh, Ilya Shenbin, Anton Alekseev, Anna Volodkevich, Alexey Vasilev, Andrey V. Savchenko, Sergey Nikolenko. Neural Click Models for Recommender Systems.Конференция SIGIR 2024.
Andrey V. Savchenko, Lyudmila V. Savchenko. Inside Out: Emotional Multiagent Multimodal Dialogue Systems.Конференция IJCAI 2024.
Alexander Gambashidze, Aleksandr Dadukin, Maxim Golyadkin, Maria Razzhivina, Ilya Makarov. Do You Remember . . . the Future? Weak-to-Strong generalization in 3D Object Detection.Конференция IJCAI 2024.
Maksim Golyadkin, Maria Shtark, Petr Ivanov, Alexandr Kozhevnikov,Leonid Zhukov, Ilya Makarov. Plug-and-Play Unsupervised Fault Detection and Diagnosis for Complex Industrial Monitoring.Конференция IJCAI 2024.
Vitaliy Pozdnyakov, Aleksandr Kovalenko, Ilya Makarov, Mikhail Drobyshevskiy, Kirill Lukyanov. AADMIP: Adversarial Attacks and Defenses Modeling in Industrial Processes.Конференция IJCAI 2024.
Mikhail Pautov, Nikita Bogdanov, Stanislav Pyatkin, Oleg Rogov, Ivan Oseledets. Probabilistically Robust Watermarking of Neural Networks.Конференция IJCAI 2024.
Ekaterina Shumitskaya, Anastasia Antsiferova, Dmitriy Vatolin. IOI: Invisible One-Iteration Adversarial Attack on No-Reference Image- and Video-Quality Metrics.Конференция ICML 2024.
Eduard Gorbunov, Abdurakhmon Sadiev, Marina Danilova, Samuel Horváth, Gauthier Gidel, Pavel Dvurechensky, Alexander Gasnikov, Peter Richtárik. High-Probability Convergence for Composite and Distributed Stochastic Minimization and Variational Inequalities with Heavy-Tailed Noise.Конференция ICML 2024.
Chistova Elena. Bilingual Rhetorical Structure Parsing with Large Parallel Annotations.Конференция ACL 2024.
Kristian Kuznetsov, Eduard Tulchinskii, Laida Kushnareva, German Magai, Serguei Barannikov, Sergey Nikolenko, Irina Piontkovskaya. Robust AI-Generated Text Detection by Restricted Embeddings.Конференция EMNLP 2024.
Konstantin Yakovlev, Sergey Nikolenko, Andrey Bout. Toolken+: Improving LLM Tool Usage with Reranking and a Reject Option.Конференция EMNLP 2024.
Veronika Ganeeva, Andrey Sakhovskiy, Kuzma Khrabrov, Andrey Savchenko, Artur Kadurin, Elena Tutubalina. Lost in Translation: Chemical Language Models and the Misunderstanding of Molecule Structures.Конференция EMNLP 2024.
Mikhail Mozikov, Nikita Severin, Valeria Bodishtianu, Maria Glushanina, Ivan Nasonov, Daniil Orekhov, Vladislav Pekhotin, Ivan Makovetskiy, Mikhail Baklashkin, Vasily Lavrentyev, Akim Tsvigun, Denis Turdakov, Tatiana Shavrina, Andrey Savchenko, Ilya Makarov. EAI: Emotional Decision-Making of LLMs in Strategic Games and Ethical Dilemmas.Конференция NeurIPS 2024.
Kuzma Khrabrov, Anton Ber, Artem Tsypin, Konstantin Ushenin, Egor Rumiantsev, Alexander Telepov, Dmitry Protasov, Ilya Shenbin, Anton Alekseev, Mikhail Shirokikh, Sergey Nikolenko, Elena Tutubalina, Artur Kadurin. Nabla2DFT: A Universal Quantum Chemistry Dataset of Druglike Molecules and a Benchmark for Neural Network Potentials.Конференция NeurIPS 2024.
2023
Ilia Semenkov, Aleksei Karpov, Andrey V. Savchenko, Ilya Makarov. Inpainting Semantic and Depth Features to Improve Visual Place Recognition in the Wild.Журнал IEEE Access.
Maksim Golyadkin, Alexander Gambashidze, Ildar Nurgaliev, Ilya Makarov. Refining the ONCE Benchmark with Hyperparameter Tuning.Журнал IEEE Access.
Mikhail Shulgin and Ilya Makarov. Scalable Zero-Shot Logo Recognition.Журнал IEEE Access.
Ekaterina Shumitskaya, Anastasia Antsiferova, Dmitriy Vatolin. Towards adversarial robustness verification of no-reference image- and video-quality metrics.Журнал "Computer Vision and Image Understanding.
Nikita Kornilov, Ohad Shamir, Aleksandr Lobanov, Darina Dvinskikh, Alexander Gasnikov, Innokentiy Shibaev, Eduard Gorbunov,Samuel Horváth. Accelerated Zeroth-order Method for Non-Smooth Stochastic Convex Optimization Problem with Infinite Variance.Конференция NeurlsPS 2023.
Alena Kalyakulina, Igor Yusipov, Alexey Moskalev, Claudio Franceschi, Mikhail Ivanchenko. Explainable Artificial Intelligence (XAI) in Aging Clock Models.Журнал "Ageing Research Reviews".
Olga Gerasimova, Nikita Severin, Ilya Makarov. Comparative Analysis of Logic Reasoning and Graph Neural Networks for Ontology-Mediated Query Answering With a Covering Axiom.Журнал «IEEE Access».
Alena Kalyakulina, Igor Yusipov, Elena Kondakova, Maria Giulia Bacalini, Claudio Franceschi, Maria Vedunova, Mikhail Ivanchenko. Small immunological clocks identified by deep learning and gradient boosting.Журнал «Frontiers in Immunology».
Nikita Kornilov, Alexander Gasnikov, Pavel Dvurechensky, Darina Dvinskikh. Gradient-free methods for non-smooth convex stochastic optimization with heavy-tailed noise on convex compact.Журнал «Computational Management Science».
Natalia Loukachevitch, Ekaterina Artemova, Tatiana Batura, Pavel Braslavski, Vladimir Ivanov, Suresh Manandhar, Alexander Pugachev, Igor Rozhkov, Artem Shelmanov, Elena Tutubalina, Alexey Yandutov. A Russian information extraction dataset with rich annotation for nested entities, relations, and wikidata entity links. Журнал «Language resources and evaluation».
Konstantin Yakovlev, Gregory Polyakov, Ilseyar Alimova, Alexander Podolskiy, Andrey Bout, Sergey Nikolenko, Irina Piontkovskaya. Sinkhorn Transformations for Single-Query Postprocessing in Text-Video Retrieval.Конференция SIGIR 2023 № 19.
Anton Razzhigaev, Mikhail Salnikov, Valentin Malykh, Pavel Braslavski, Alexander Panchenko. A System for Answering Simple Questions in Multiple Languages.Конференция ACL 2023.
Dmitry Metelev, Alexander Rogozin, Dmitry Kovalev, Alexander Gasnikov. Is Consensus Acceleration Possible in Decentralized Optimization over Slowly Time-Varying Networks?.Конференция ICML 2023.
Andrey V. Savchenko. Facial Expression Recognition with Adaptive Frame Rate based on Multiple Testing Correction.Конференция ICML 99_9.
Natalia Khanzhina, Maxim Kashirin, Andrey Filchenkov. New Bayesian Focal Loss Targeting Aleatoric Uncertainty Estimate: Pollen Image Recognition.Конференция CVPR 2023 99_8.
Ekaterina Shumitskaya, Anastasia Antsiferova, Dmitriy Vatolin. Fast Adversarial CNN-based Perturbation Attack on No-reference Image Quality Metrics.Конференция ICLR 2023 99_7.
Egor Gladin, Maksim Lavrik-Karmazin, Karina Zainullina, Varvara Rudenko, Alexander Gasnikov, Martin Takácˇ. Algorithm for Constrained Markov Decision Process with Linear Convergence.Конференция AISTATS 2023 99_5.
2022
Ivan Molodetskikh, Mikhail Erofeev, Andrey Moskalenko, Dmitry Vatolin. Temporally coherent person matting trained on fake-motion dataset.Журнал «Digital Signal Processing».
Anastasiya Ivanova, Pavel Dvurechensky,Evgeniya Vorontsova, Dmitry Pasechnyuk, Alexander Gasnikov, Darina Dvinskikh, Alexander Tyurin. Oracle complexity separation in convex optimization.Журнал «Optimization Theory and Applications».
Vasilii Novitskii, Alexander Gasnikov. Improved exploitation of higher order smoothness in derivative-free optimization.Журнал «Optimization Letters».
Tatiana Makhalova, Aleksey Buzmakov, Sergei O. Kuznetsov, Amedeo Napoli. Introducing the closure structure and the GDPM algorithm for mining and understanding a tabular dataset.Журнал «International Journal for Approximate Rеasoning».
M. I. Krivonosov, E. V. Kondakova, N. A. Bulanov, S. A. Polevaya, C. Franceschi, M. V. Ivanchenko and M. V. Vedunova. A new cognitive clock matching phenotypic and epigenetic Ages. Журнал «Translational Psychiatry».
Kuzma Khrabrov, Ilya Shenbin, Alexander Ryabov, Artem Tsypina, Alexander Telepova, Anton Alekseev, Alexander Grishina, Pavel Strashnova, Petr Zhilyaev, Sergey Nikolenko, Artur Kadurin. Large-Scale Conformational Energy and Hamiltonian Prediction benchmark and dataset.Журнал «Physical Chemistry Chemical Physics».
Mikhail Krivonosov, Tatiana Nazarenko, Maria GiuliaBacalini, Maria Vedunova, Claudio Franceschi, Alexey Zaikin, Mikhail Ivanchenko. Age-related trajectories of DNA methylation network markers: A parenclitic network approach to a family-based cohort of patients with Down Syndrome.Журнал «Chaos Solitons & Fractals».
Ye Tian, Gesualdo Scutari, Tianyu Cao, Alexander Gasnikov. Acceleration in Distributed Optimization under Similarity.Конференция AISTATS 2022.
Artem Vazhentsev, Gleb Kuzmin, Artem Shelmanov, Akim Tsvigun, Evgenii Tsymbalov, Kirill Fedyanin, Maxim Panov, Alexander Panchenko, Gleb Gusev, Mikhail Burtsev, Manvel Avetisian, Leonid Zhukov. Uncertainty Estimation of Transformer Predictions for Misclassification Detection.Конференция ACL: Meeting of the Association for Computational Linguistics.
Michael Vasilkovsky, Anton Alekseev, Valentin Malykh, Ilya Shenbin, Elena Tutubalina, Dmitriy Salikhov, Mikhail Stepnov, Andrey Chertok, Sergey Nikolenko. Multilingual Open Information Extraction Inspired by Object Detection.Конференция 36th AAAI Conference on Artificial Intelligence.
Alexander Gasnikov, Anton Novitskii, Vasilii Novitskii, Farshed Abdukhakimov, Dmitry Kamzolov, Aleksandr Beznosikov, Martin Taká, Pavel Dvurechensky, Bin Gu. The Power of First-Order Smooth Optimization for Black-Box Non-Smooth Problems.Конференция ICML 2022.
Anastasia Antsiferova, Sergey Lavrushkin, Maksim Smirnov, Alexander Gushchin, Dmitriy Vatolin, Dmitriy Kulikov. Video compression dataset and benchmark of learning-based video-quality metrics.Конференция NeurlsPS22 99_1.
Akim Tsvigun, Ivan Lysenko, Danila Sedashov, Ivan Lazichny, Eldar Damirov, Vladimir Karlov, Artemy Belousov, Leonid Sanochkin, Maxim Panov, Alexander Panchenko, Mikhail Burtsev, Artem Shelmanov. Active Learning for Abstractive Text Summarization.Конференция EMNLP 2022 99_6.
Dmitry Kovalev, Alexander Gasnikov, Peter Richtárik. Accelerated Primal-Dual Gradient Method for Smooth and Convex-Concave Saddle-Point Problems with Bilinear Coupling. Конференция NeurlsPS 2022.
Dmitry Kovalev, Alexander Gasnikov. The First Optimal Algorithm for Smooth and Strongly-Convex-Strongly-Concave Minimax Optimization. Конференция NeurlsPS 2022.
Abdurakhmon Sadiev, Dmitry Kovalev, Peter Richtárik. Communication Acceleration of Local Gradient Methods via an Accelerated Primal-Dual Algorithm with an Inexact Prox. Конференция NeurlsPS 2022.
Slavomír Hanzely, Dmitry Kamzolov, Dmitry Pasechnyuk, Alexander Gasnikov, Peter Richtárik, Martin Takáˇc. A Damped Newton Method Achieves Global O(1k2)O(1k2) and Local Quadratic Convergence Rate. Конференция NeurlsPS 2022.
Akim Tsvigun, Artem Shelmanov, Gleb Kuzmin, Leonid Sanochkin, Daniil Larionov, Gleb Gusev, Manvel Avetisian, and Leonid Zhukov. Towards Computationally Feasible Deep Active Learning. Конференция NAACL 2022.
2021
Alexander Yakubovich, Alexey Odinokov, Sergey Nikolenko, Yongsik Jung, Hyeonho Choi. Computational Discovery of TTF Molecules with Deep Generative Models.Журнал «Physical Chemistry and Chemical Physics».