BRATS2021: Exploring Each Sequence in Multi-modal Input for Baseline U-net Performance. - Polina Druzhinina; Ekaterina Kondrateva; Arseny Bozhenko; Vyacheslav Yarkin; Maxim Sharaev; Anvar Kurmukov (BrainLes@MICCAI (1), 2021)

Neglectable effect of brain MRI data prepreprocessing for tumor segmentation. - Ekaterina Kondrateva; Polina Druzhinina; Alexandra Dalechina; Boris Shirokikh; Mikhail Belyaev; Anvar Kurmukov (CoRR, 2022)

RheumaVIT: transformer-based model for Automated Scoring of Hand Joints in Rheumatoid Arthritis. - Alexander Stolpovsky; Elizaveta Dakhova; Polina Druzhinina; Polina Postnikova; Daniil Kudinsky; Alexander Smirnov; Anastasia Sukhinina; Alexander Lila; Anvar Kurmukov (ICCV (Workshops), 2023)

MEGFormer: Enhancing Speech Decoding from Brain Activity Through Extended Semantic Representations. - Maria Boyko; Polina Druzhinina; Georgii Kormakov; Aleksandra Beliaeva; Maxim Sharaev (MICCAI (2), 2024)

Negligible effect of brain MRI data preprocessing for tumor segmentation. - Ekaterina Kondrateva; Polina Druzhinina; Alexandra Dalechina; Svetlana Zolotova; Andrey Golanov; Boris Shirokikh; Mikhail Belyaev; Anvar Kurmukov (Biomed. Signal Process. Control., 2024)

Feature-Level Insights into Artificial Text Detection with Sparse Autoencoders. - Kristian Kuznetsov; Laida Kushnareva; Anton Razzhigaev; Polina Druzhinina; Anastasia Voznyuk; Irina Piontkovskaya; Evgeny Burnaev; Serguei Barannikov (ACL (Findings), 2025)

LLM-Microscope: Uncovering the Hidden Role of Punctuation in Context Memory of Transformers. - Anton Razzhigaev; Matvey Mikhalchuk; Temurbek Rahmatullaev; Elizaveta Goncharova; Polina Druzhinina; Ivan V. Oseledets; Andrey Kuznetsov (NAACL (Findings), 2025)

Universal Adversarial Attack on Aligned Multimodal LLMs. - Temurbek Rahmatullaev; Polina Druzhinina; Matvey Mikhalchuk; Andrey Kuznetsov; Anton Razzhigaev (CoRR, 2025)

I Have Covered All the Bases Here: Interpreting Reasoning Features in Large Language Models via Sparse Autoencoders. - Andrey V. Galichin; Alexey Dontsov; Polina Druzhinina; Anton Razzhigaev; Oleg Y. Rogov; Elena Tutubalina; Ivan V. Oseledets (CoRR, 2025)