Serguei Barannikov

37 papers A* 6A 2C 1Journal 23Unranked 5

Year	Rank	Type	Title / Venue / Authors
2026	J	`jnl`	The Density of Cross-Persistence Diagrams and Its Applications. IEEE Access Alexander Mironenko, Evgeny Burnaev, Serguei Barannikov
2026	J	`jnl`	The Density of Cross-Persistence Diagrams and Its Applications. CoRR Alexander Mironenko, Evgeny Burnaev, Serguei Barannikov
2025	J	`jnl`	Edge-wise Topological Divergence Gaps: Guiding Search in Combinatorial Optimization. CoRR Ilya Trofimov, Daria Voronkova, Alexander Mironenko, Anton Dmitriev, Eduard Tulchinskii, Evgeny Burnaev, Serguei Barannikov
2025	—	`conf`	Feature-Level Insights into Artificial Text Detection with Sparse Autoencoders. ACL (Findings) Kristian Kuznetsov, Laida Kushnareva, Anton Razzhigaev, Polina Druzhinina, Anastasia Voznyuk, Irina Piontkovskaya, Evgeny Burnaev, Serguei Barannikov
2025	J	`jnl`	Feature-Level Insights into Artificial Text Detection with Sparse Autoencoders. CoRR Kristian Kuznetsov, Laida Kushnareva, Polina Druzhinina, Anton Razzhigaev, Anastasia Voznyuk, Irina Piontkovskaya, Evgeny Burnaev, Serguei Barannikov
2025	J	`jnl`	Hallucination Detection in LLMs via Topological Divergence on Attention Graphs. CoRR Alexandra Bazarova, Aleksandr Yugay, Andrey Shulga, Alina Ermilova, Andrei V. Sokolov, Konstantin Polev, Julia Belikova, Rauf Parchiev, Dmitry Simakov, Maxim Savchenko, Andrey V. Savchenko, Serguei Barannikov, Alexey Zaytsev
2025	A*	`conf`	Quantifying Logical Consistency in Transformers via Query-Key Alignment. EMNLP Eduard Tulchinskii, Laida Kushnareva, Anastasia Voznyuk, Andrei Andriiainen, Irina Piontkovskaya, Evgeny Burnaev, Serguei Barannikov
2025	J	`jnl`	Quantifying Logical Consistency in Transformers via Query-Key Alignment. CoRR Eduard Tulchinskii, Anastasia Voznyuk, Laida Kushnareva, Andrei Andriiainen, Irina Piontkovskaya, Evgeny Burnaev, Serguei Barannikov
2025	A	`conf`	RTD-Lite: Scalable Topological Analysis for Comparing Weighted Graphs in Learning Tasks. AISTATS Eduard Tulchinskii, Daria Voronkova, Ilya Trofimov, Evgeny Burnaev, Serguei Barannikov
2025	J	`jnl`	RTD-Lite: Scalable Topological Analysis for Comparing Weighted Graphs in Learning Tasks. CoRR Eduard Tulchinskii, Daria Voronkova, Ilya Trofimov, Evgeny Burnaev, Serguei Barannikov
2025	J	`jnl`	Topological Alternatives for Precision and Recall in Generative Models. IEEE Access Anton Dmitriev, Ilya Trofimov, Evgeny Burnaev, Serguei Barannikov
2024	A*	`conf`	Disentanglement Learning via Topology. ICML Nikita Balabin, Daria Voronkova, Ilya Trofimov, Evgeny Burnaev, Serguei Barannikov
2024	J	`jnl`	Improving Interpretability and Robustness for the Detection of AI-Generated Images. CoRR Tatiana Gaintseva, Laida Kushnareva, German Magai, Irina Piontkovskaya, Sergey I. Nikolenko, Martin Benning, Serguei Barannikov, Gregory G. Slabaugh
2024	J	`jnl`	Listening to the Wise Few: Select-and-Copy Attention Heads for Multiple-Choice QA. CoRR Eduard Tulchinskii, Laida Kushnareva, Kristian Kuznetsov, Anastasia Voznyuk, Andrei Andriiainen, Irina Piontkovskaya, Evgeny Burnaev, Serguei Barannikov
2024	—	`conf`	Robust AI-Generated Text Detection by Restricted Embeddings. EMNLP (Findings) Kristian Kuznetsov, Eduard Tulchinskii, Laida Kushnareva, German Magai, Serguei Barannikov, Sergey I. Nikolenko, Irina Piontkovskaya
2024	J	`jnl`	Robust AI-Generated Text Detection by Restricted Embeddings. CoRR Kristian Kuznetsov, Eduard Tulchinskii, Laida Kushnareva, German Magai, Serguei Barannikov, Sergey I. Nikolenko, Irina Piontkovskaya
2024	—	`conf`	Scalar Function Topology Divergence: Comparing Topology of 3D Objects. ECCV (88) Ilya Trofimov, Daria Voronkova, Eduard Tulchinskii, Evgeny Burnaev, Serguei Barannikov
2024	J	`jnl`	Scalar Function Topology Divergence: Comparing Topology of 3D Objects. CoRR Ilya Trofimov, Daria Voronkova, Eduard Tulchinskii, Evgeny Burnaev, Serguei Barannikov
2023	J	`jnl`	Artificial Text Boundary Detection with Topological Data Analysis and Sliding Window Techniques. CoRR Laida Kushnareva, Tatiana Gaintseva, German Magai, Serguei Barannikov, Dmitry Abulkhanov, Kristian Kuznetsov, Irina Piontkovskaya, Sergey I. Nikolenko
2023	J	`jnl`	Disentanglement Learning via Topology. CoRR Nikita Balabin, Daria Voronkova, Ilya Trofimov, Evgeny Burnaev, Serguei Barannikov
2023	A*	`conf`	Intrinsic Dimension Estimation for Robust Detection of AI-Generated Texts. NeurIPS Eduard Tulchinskii, Kristian Kuznetsov, Laida Kushnareva, Daniil Cherniavskii, Sergey I. Nikolenko, Evgeny Burnaev, Serguei Barannikov, Irina Piontkovskaya
2023	J	`jnl`	Intrinsic Dimension Estimation for Robust Detection of AI-Generated Texts. CoRR Eduard Tulchinskii, Kristian Kuznetsov, Laida Kushnareva, Daniil Cherniavskii, Serguei Barannikov, Irina Piontkovskaya, Sergey I. Nikolenko, Evgeny Burnaev
2023	J	`jnl`	Learning Topology-Preserving Data Representations. CoRR Ilya Trofimov, Daniil Cherniavskii, Eduard Tulchinskii, Nikita Balabin, Evgeny Burnaev, Serguei Barannikov
2023	A*	`conf`	Learning topology-preserving data representations. ICLR Ilya Trofimov, Daniil Cherniavskii, Eduard Tulchinskii, Nikita Balabin, Evgeny Burnaev, Serguei Barannikov
2023	A	`conf`	Topological Data Analysis for Speech Processing. INTERSPEECH Eduard Tulchinskii, Kristian Kuznetsov, Laida Kushnareva, Daniil Cherniavskii, Serguei Barannikov, Irina Piontkovskaya, Sergey I. Nikolenko, Evgeny Burnaev
2022	—	`conf`	Acceptability Judgements via Examining the Topology of Attention Maps. EMNLP (Findings) Daniil Cherniavskii, Eduard Tulchinskii, Vladislav Mikhailov, Irina Proskurina, Laida Kushnareva, Ekaterina Artemova, Serguei Barannikov, Irina Piontkovskaya, Dmitri Piontkovski, Evgeny Burnaev
2022	J	`jnl`	Acceptability Judgements via Examining the Topology of Attention Maps. CoRR Daniil Cherniavskii, Eduard Tulchinskii, Vladislav Mikhailov, Irina Proskurina, Laida Kushnareva, Ekaterina Artemova, Serguei Barannikov, Irina Piontkovskaya, Dmitri Piontkovski, Evgeny Burnaev
2022	A*	`conf`	Representation Topology Divergence: A Method for Comparing Neural Network Representations. ICML Serguei Barannikov, Ilya Trofimov, Nikita Balabin, Evgeny Burnaev
2022	J	`jnl`	Representation Topology Divergence: A Method for Comparing Neural Network Representations. CoRR Serguei Barannikov, Ilya Trofimov, Nikita Balabin, Evgeny Burnaev
2022	J	`jnl`	Topological Data Analysis for Speech Processing. CoRR Eduard Tulchinskii, Kristian Kuznetsov, Laida Kushnareva, Daniil Cherniavskii, Serguei Barannikov, Irina Piontkovskaya, Sergey I. Nikolenko, Evgeny Burnaev
2021	—	`conf`	Artificial Text Detection via Examining the Topology of Attention Maps. EMNLP (1) Laida Kushnareva, Daniil Cherniavskii, Vladislav Mikhailov, Ekaterina Artemova, Serguei Barannikov, Alexander Bernstein, Irina Piontkovskaya, Dmitri Piontkovski, Evgeny Burnaev
2021	J	`jnl`	Artificial Text Detection via Examining the Topology of Attention Maps. CoRR Laida Kushnareva, Daniil Cherniavskii, Vladislav Mikhailov, Ekaterina Artemova, Serguei Barannikov, Alexander Bernstein, Irina Piontkovskaya, Dmitri Piontkovski, Evgeny Burnaev
2021	C	`conf`	Homological assessment of data representations. ICMV Serguei Barannikov, Evgeny Burnaev
2021	A*	`conf`	Manifold Topology Divergence: a Framework for Comparing Data Manifolds. NeurIPS Serguei Barannikov, Ilya Trofimov, Grigorii Sotnikov, Ekaterina Trimbach, Alexander Korotin, Alexander Filippov, Evgeny Burnaev
2021	J	`jnl`	Manifold Topology Divergence: a Framework for Comparing Data Manifolds. CoRR Serguei Barannikov, Ilya Trofimov, Grigorii Sotnikov, Ekaterina Trimbach, Alexander Korotin, Alexander Filippov, Evgeny Burnaev
2020	J	`jnl`	Topological obstructions in neural networks learning. CoRR Serguei Barannikov, Grigorii Sotnikov, Ilya Trofimov, Alexander Korotin, Evgeny Burnaev
2019	J	`jnl`	Barcodes as summary of objective function's topology. CoRR Serguei Barannikov, Alexander Korotin, Dmitry Oganesyan, Daniil Emtsev, Evgeny Burnaev