Category-Learning with Context-Augmented Autoencoder. - Denis Kuzminykh; Laida Kushnareva; Timofey Grigoryev; Alexander Zatolokin (CoRR, 2020)

Artificial Text Detection via Examining the Topology of Attention Maps. - Laida Kushnareva; Daniil Cherniavskii; Vladislav Mikhailov; Ekaterina Artemova; Serguei Barannikov; Alexander Bernstein; Irina Piontkovskaya; Dmitri Piontkovski; Evgeny Burnaev (EMNLP (1), 2021)

Acceptability Judgements via Examining the Topology of Attention Maps. - Daniil Cherniavskii; Eduard Tulchinskii; Vladislav Mikhailov; Irina Proskurina; Laida Kushnareva; Ekaterina Artemova; Serguei Barannikov; Irina Piontkovskaya; Dmitri Piontkovski; Evgeny Burnaev (EMNLP (Findings), 2022)

Betti numbers of attention graphs is all you really need. - Laida Kushnareva; Dmitri Piontkovski; Irina Piontkovskaya (CoRR, 2022)

Topological Data Analysis for Speech Processing. - Eduard Tulchinskii; Kristian Kuznetsov; Laida Kushnareva; Daniil Cherniavskii; Serguei Barannikov; Irina Piontkovskaya; Sergey I. Nikolenko; Evgeny Burnaev (INTERSPEECH, 2023)

Intrinsic Dimension Estimation for Robust Detection of AI-Generated Texts. - Eduard Tulchinskii; Kristian Kuznetsov; Laida Kushnareva; Daniil Cherniavskii; Sergey I. Nikolenko; Evgeny Burnaev; Serguei Barannikov; Irina Piontkovskaya (NeurIPS, 2023)

Artificial Text Boundary Detection with Topological Data Analysis and Sliding Window Techniques. - Laida Kushnareva; Tatiana Gaintseva; German Magai; Serguei Barannikov; Dmitry Abulkhanov; Kristian Kuznetsov; Irina Piontkovskaya; Sergey I. Nikolenko (CoRR, 2023)

Robust AI-Generated Text Detection by Restricted Embeddings. - Kristian Kuznetsov; Eduard Tulchinskii; Laida Kushnareva; German Magai; Serguei Barannikov; Sergey I. Nikolenko; Irina Piontkovskaya (EMNLP (Findings), 2024)

Improving Interpretability and Robustness for the Detection of AI-Generated Images. - Tatiana Gaintseva; Laida Kushnareva; German Magai; Irina Piontkovskaya; Sergey I. Nikolenko; Martin Benning; Serguei Barannikov; Gregory G. Slabaugh (CoRR, 2024)

Listening to the Wise Few: Select-and-Copy Attention Heads for Multiple-Choice QA. - Eduard Tulchinskii; Laida Kushnareva; Kristian Kuznetsov; Anastasia Voznyuk; Andrei Andriiainen; Irina Piontkovskaya; Evgeny Burnaev; Serguei Barannikov (CoRR, 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)

Quantifying Logical Consistency in Transformers via Query-Key Alignment. - Eduard Tulchinskii; Anastasia Voznyuk; Laida Kushnareva; Andrei Andriiainen; Irina Piontkovskaya; Evgeny Burnaev; Serguei Barannikov (CoRR, 2025)