Scientific research

is our contribution to the development of artificial intelligence

Results of our work are reflected in publications, which we share in leading scientific journals and at conferences.

Our scientists are looking for answers to the most complex and interesting challenges that our society and science face. They share the results of their work in well-known journals and at conferences.

Vintix: Action Model via In-Context Reinforcement Learning

07/13/2025

ICML

Vintix: Action Model via In-Context Reinforcement Learning

Andrei Polubarov, Nikita Lyubaykin, Alexander Derevyagin, Ilya Zisman, Denis Tarasov, Alexander Nikulin, Vladislav Kurenkov

Filters 0

Source type

Journal

Workshop

Conference

Other

Year

2021

2022

2023

2024

2025

Search results

665 publications

Scientific Reports

An iterative strategy to design 4-1BB agonist nanobodies de novo with generative AI models

Ivan Poddiakov, Dmitriy Umerenkov, Irina Shulcheva, Victoria Golovina, Vasilina Borisova, Irina Pozdnyakova-Filatova, Evgeniy Loktyushov, Galina Zubkova, Andrey Savchenko, Andrei Ulitin, Pavel Blinov

SOURCE

MatMuls are Enough for Efficient and Performant Linear-Time Attention

Andrew Argatkiny, Ilya Makarov

SOURCE

Zero-Shot Adaptation of Behavioral Foundation Models to Unseen Dynamics

Maksim Bobrin, Ilya Zisman, Alexander Nikulin, Vladislav Kurenkov , Dmitry Dylov

SOURCE

Categorical Schrödinger Bridge Matching

Grigoriy Ksenofontov, Alexander Korotin

SOURCE

Diffusion on language model encodings for protein sequence generation

Fedor Meshchaninov, Pavel Strashnov, Andrey Shevtsov,, Fedor Nikolaev, Nikita Ivanisenko, Olga Kardymon, Dmitry Vetrov

SOURCE

Toward a Unified Theory of Gradient Descent under Generalized Smoothness

Alexander Tyurin

SOURCE

Ringmaster ASGD: The First Asynchronous SGD with Optimal Time Complexity

Artavazd Maranjyan, Alexander Tyurin, Peter Richtárik

SOURCE

Latent Action Learning Requires Supervision in the Presence of Distractors

Alexander Nikulin, Ilya Zisman, Denis Tarasov, Nikita Lyubaykin, Andrei Polubarov, Igor Kiselev, Vladislav Kurenkov

SOURCE

Vintix: Action Model via In-Context Reinforcement Learning

Andrei Polubarov, Nikita Lyubaykin, Alexander Derevyagin, Ilya Zisman, Denis Tarasov, Alexander Nikulin, Vladislav Kurenkov

SOURCE

Inverse Bridge Matching Distillation

Nikita Gushchin, David Li, Daniil Selikhanovych, Evgeny Burnaev, Dmitry Baranchuk, Alexander Korotin

SOURCE

Field Matching: an Electrostatic Paradigm to Generate and Transfer Data

Alexander Kolesov, Stepan Manukhov, Vladimir Palyulin, Alexander Korotin

SOURCE

BALI: Enhancing Biomedical Language Representations through Knowledge Graph and Language Model Alignment

Andrey Sakhovskiy, Elena Tutubalina

SOURCE

IDAT: A Multi-Modal Dataset and Toolkit for Building and Evaluating Interactive Task-Solving Agents

Shrestha Mohanty, Negar Arabzadeh, Andrea Tupini, Yuxuan Sun, Alexey Skrynnik, Artem Zholus, Marc-Alexandre Cote, Julia Kiseleva

SOURCE

Colloids and Surfaces A: Physicochemical and Engineering Aspects

Towards reproducible wetting studies: Automated contact angle determination by molecular simulations

Alexey Semenchuk, Nikolay Kondratyuk, Kirill Gerke, Ilia Kopanichuk

SOURCE

Datasets for Benchmarking Machine Learning Models for Accelerated Search of Fast Ionic Conductors

Artem Dembitskiy, Roman Eremin, Innokentiy Humonen, Semen Budennyy, Stanislav Fedotov, Dmitry Aksyonov

SOURCE

Data-driven assessment of thermodynamic stability and search for competing phases: Application to the 2D Material Defect dataset

Roman Eremin, Aliaksei Krautsou, Innokentiy Humonen, Artem Dembitskiy, Semen Budennyy

SOURCE

Briefings in Bioinformatics

AFToolkit: a framework for molecular modeling of proteins with AlphaFold derived representations

Maria Sindeeva, Alexander Telepov, Nikita Ivanisenko, Tatiana Shashkova, Kuzma Khrabrov, Artem Tsypin, Artur Kadurin, Olga Kardymon

SOURCE

ShortPathQA: A Dataset for Controllable Fusion of Large Language Models with Knowledge Graphs

Mikhail Salnikov, Andrey Sakhovskiy, Irina Nikishina, Aida Usmanova, Angelie Kraft, Cedric Möller, Debayan Banerjee, Junbo Huang, Longquan Jiang, Rana Abdullah, Xi Yan, Elena Tutubalina, Ricardo Usbeck, Alexander Panchenko

SOURCE