Serguei Barannikov

Publication Activity (10 Years)

Years Active: 2019-2024
Publications (10 Years): 21

Top Topics

Data Representations

High Dimensions

Robust Detection

Natural Scene Images

Top Venues

Publications

Ilya Trofimov, Daria Voronkova, Eduard Tulchinskii, Evgeny Burnaev, Serguei Barannikov
Scalar Function Topology Divergence: Comparing Topology of 3D Objects. CoRR (2024)
Tatiana Gaintseva, Laida Kushnareva, German Magai, Irina Piontkovskaya, Sergey I. Nikolenko, Martin Benning, Serguei Barannikov, Gregory G. Slabaugh
Improving Interpretability and Robustness for the Detection of AI-Generated Images. CoRR (2024)
Eduard Tulchinskii, Kristian Kuznetsov, Laida Kushnareva, Daniil Cherniavskii, Serguei Barannikov, Irina Piontkovskaya, Sergey Nikolenko, Evgeny Burnaev
Intrinsic Dimension Estimation for Robust Detection of AI-Generated Texts. CoRR (2023)
Ilya Trofimov, Daniil Cherniavskii, Eduard Tulchinskii, Nikita Balabin, Evgeny Burnaev, Serguei Barannikov
Learning topology-preserving data representations. ICLR (2023)
Eduard Tulchinskii, Kristian Kuznetsov, Laida Kushnareva, Daniil Cherniavskii, Sergey I. Nikolenko, Evgeny Burnaev, Serguei Barannikov, Irina Piontkovskaya
Intrinsic Dimension Estimation for Robust Detection of AI-Generated Texts. NeurIPS (2023)
Nikita Balabin, Daria Voronkova, Ilya Trofimov, Evgeny Burnaev, Serguei Barannikov
Disentanglement Learning via Topology. CoRR (2023)
Eduard Tulchinskii, Kristian Kuznetsov, Laida Kushnareva, Daniil Cherniavskii, Serguei Barannikov, Irina Piontkovskaya, Sergey I. Nikolenko, Evgeny Burnaev
Topological Data Analysis for Speech Processing. INTERSPEECH (2023)
Laida Kushnareva, Tatiana Gaintseva, German Magai, Serguei Barannikov, Dmitry Abulkhanov, Kristian Kuznetsov, Irina Piontkovskaya, Sergey I. Nikolenko
Artificial Text Boundary Detection with Topological Data Analysis and Sliding Window Techniques. CoRR (2023)
Ilya Trofimov, Daniil Cherniavskii, Eduard Tulchinskii, Nikita Balabin, Evgeny Burnaev, Serguei Barannikov
Learning Topology-Preserving Data Representations. CoRR (2023)
Serguei Barannikov, Ilya Trofimov, Nikita Balabin, Evgeny Burnaev
Representation Topology Divergence: A Method for Comparing Neural Network Representations. CoRR (2022)
Eduard Tulchinskii, Kristian Kuznetsov, Laida Kushnareva, Daniil Cherniavskii, Serguei Barannikov, Irina Piontkovskaya, Sergey Nikolenko, Evgeny Burnaev
Topological Data Analysis for Speech Processing. CoRR (2022)
Daniil Cherniavskii, Eduard Tulchinskii, Vladislav Mikhailov, Irina Proskurina, Laida Kushnareva, Ekaterina Artemova, Serguei Barannikov, Irina Piontkovskaya, Dmitri Piontkovski, Evgeny Burnaev
Acceptability Judgements via Examining the Topology of Attention Maps. CoRR (2022)
Serguei Barannikov, Ilya Trofimov, Nikita Balabin, Evgeny Burnaev
Representation Topology Divergence: A Method for Comparing Neural Network Representations. ICML (2022)
Daniil Cherniavskii, Eduard Tulchinskii, Vladislav Mikhailov, Irina Proskurina, Laida Kushnareva, Ekaterina Artemova, Serguei Barannikov, Irina Piontkovskaya, Dmitri Piontkovski, Evgeny Burnaev
Acceptability Judgements via Examining the Topology of Attention Maps. EMNLP (Findings) (2022)
Laida Kushnareva, Daniil Cherniavskii, Vladislav Mikhailov, Ekaterina Artemova, Serguei Barannikov, Alexander Bernstein, Irina Piontkovskaya, Dmitri Piontkovski, Evgeny Burnaev
Artificial Text Detection via Examining the Topology of Attention Maps. CoRR (2021)
Serguei Barannikov, Ilya Trofimov, Grigorii Sotnikov, Ekaterina Trimbach, Alexander Korotin, Alexander Filippov, Evgeny Burnaev
Manifold Topology Divergence: a Framework for Comparing Data Manifolds. CoRR (2021)
Serguei Barannikov, Evgeny Burnaev
Homological assessment of data representations. ICMV (2021)
Laida Kushnareva, Daniil Cherniavskii, Vladislav Mikhailov, Ekaterina Artemova, Serguei Barannikov, Alexander Bernstein, Irina Piontkovskaya, Dmitri Piontkovski, Evgeny Burnaev
Artificial Text Detection via Examining the Topology of Attention Maps. EMNLP (1) (2021)
Serguei Barannikov, Ilya Trofimov, Grigorii Sotnikov, Ekaterina Trimbach, Alexander Korotin, Alexander Filippov, Evgeny Burnaev
Manifold Topology Divergence: a Framework for Comparing Data Manifolds. NeurIPS (2021)
Serguei Barannikov, Grigorii Sotnikov, Ilya Trofimov, Alexander Korotin, Evgeny Burnaev
Topological obstructions in neural networks learning. CoRR (2020)
Serguei Barannikov, Alexander Korotin, Dmitry Oganesyan, Daniil Emtsev, Evgeny Burnaev
Barcodes as summary of objective function's topology. CoRR (2019)