| Topology and geometry of data manifold in deep learning G Magai, A Ayzenberg arXiv preprint arXiv:2204.08624, 2022 | 16 | 2022 |
| Icml 2023 topological deep learning challenge: Design and results M Papillon, M Hajij, A Myers, H Jenne, J Mathe, T Papamarkou, ... Topological, Algebraic and Geometric Learning Workshops 2023, 3-8, 2023 | 7 | 2023 |
| Deep neural networks architectures from the perspective of manifold learning G Magai 2023 IEEE 6th International Conference on Pattern Recognition and Artificial …, 2023 | 7 | 2023 |
| AI-generated text boundary detection with RoFT L Kushnareva, T Gaintseva, G Magai, S Barannikov, D Abulkhanov, ... arXiv preprint arXiv:2311.08349, 2023 | 5 | 2023 |
| Robust ai-generated text detection by restricted embeddings K Kuznetsov, E Tulchinskii, L Kushnareva, G Magai, S Barannikov, ... arXiv preprint arXiv:2410.08113, 2024 | 4 | 2024 |
| ICML Topological Deep Learning Challenge 2024: Beyond the Graph Domain G Bernárdez, L Telyatnikov, M Montagna, F Baccini, M Papillon, ... arXiv preprint arXiv:2409.05211, 2024 | 2 | 2024 |
| Improving Interpretability and Robustness for the Detection of AI-Generated Images T Gaintseva, L Kushnareva, G Magai, I Piontkovskaya, S Nikolenko, ... arXiv preprint arXiv:2406.15035, 2024 | 1 | 2024 |
| Estimating the transfer learning ability of a deep neural networks by means of representations GI Magai, AA Soroka International Conference on Neuroinformatics, 479-488, 2023 | 1 | 2023 |
| Chordal Embeddings Based on Topology of the Tonal Space A Ayzenberg, M Beketov, A Burashnikova, G Magai, A Polevoi, I Shanin, ... International Conference on Computational Intelligence in Music, Sound, Art …, 2023 | 1 | 2023 |
| Sheaf theory: from deep geometry to deep learning A Ayzenberg, T Gebhart, G Magai, G Solomadin arXiv preprint arXiv:2502.15476, 2025 | | 2025 |
| Study of Foundation Models Knowledge Representations: Geometry Perspective G Magai, A Soroka International Conference on Neuroinformatics, 101-111, 2024 | | 2024 |
| Global cognitive graph properties dynamics of hippocampal formation K Sorokin, A Zaitsew, A Levin, G Magai, M Beketov, V Sotskov International Conference on Data Analytics and Management in Data Intensive …, 2023 | | 2023 |
| Coverings by open and closed hemispheres A Ayzenberg, M Beketov, G Magai arXiv preprint arXiv:2310.02827, 2023 | | 2023 |
| Applying language models to algebraic topology: generating simplicial cycles using multi-labeling in Wu's formula K Brilliantov, F Pavutnitskiy, D Pasechnyuk, G Magai arXiv preprint arXiv:2306.16951, 2023 | | 2023 |
| Artificial Text Boundary Detection with Topological Data Analysis and Sliding Window Techniques. L Kushnareva, T Gaintseva, G Magai, S Barannikov, D Abulkhanov, ... CoRR, 2023 | | 2023 |
