Projects per year
Personal profile
Professional Information
EDUCATION
- M.A., Applied Mathematics and Physics, Moscow Institute of Physics and Technology
- Ph.D., Theoretical Computer Science, Dorodnitsyn Computing Center of Russian Academy of Sciences
- Thesis at PhysTech: “Some estimations of generalization capabilities of learning algorithms”
- Ph.D. dissertation: “Predicate description of supplementary constraints in pattern recognition problems”
External positions
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Dive into the research topics where Rustem Takhanov is active. These topic labels come from the works of this person. Together they form a unique fingerprint.
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Collaborations and top research areas from the last five years
Recent external collaboration on country/territory level. Dive into details by clicking on the dots or
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The study of manifold learning and its applications in anomaly detection and supervised learning
Takhanov, R. (PI)
4/1/25 → 12/31/27
Project: Government
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Analysis of Benign Overfitting in Retrieval Augmented Models
Takhanov, R. (PI)
1/1/23 → 12/31/25
Project: FDCRGP
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Development of Shared Autonomy Human–Machine Control Interfaces for Intelligent Wheelchair Mounted Robot Arm Systems
Sandygulova, A. (PI), Takhanov, R. (Co-PI), Yessenbayev, Z. (Co-PI), Daribayev, Z. (Co-PI) & Rubagotti, M. (Other Faculty/Researcher)
1/1/22 → 12/31/25
Project: CRP
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Probabilistic analysis of word and sentence embeddings with applications to Kazakh language processing
Assylbekov, Z. (PI), Zollanvari, A. (Co-PI), Mynbaev, K. (Co-PI) & Takhanov, R. (Other Faculty/Researcher)
1/1/20 → 12/31/22
Project: CRP
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Deep Learning for Sequential Models in Natural Language Processing with Applications to Kazakh
Assylbekov, Z. (PI), Takhanov, R. (Other Faculty/Researcher), Kashkynbayev, A. (Other Faculty/Researcher), Myrzakhmetov, B. (Master student/Bachelor degree holder), Salimzianov, I. (Master student/Bachelor degree holder), Baltabayeva, A. (PhD student/Master degree holder), Tanekeyev, G. (PhD student/Master degree holder), Bissengaliyeva, D. (Master student/Bachelor degree holder), Tuleuov, Z. (PhD student/Master degree holder), Sadvakasov, S. (PhD student/Master degree holder) & Bisazza, A. (Other participant)
4/6/18 → 12/31/20
Project: Government
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Gradient descent fails to learn high-frequency functions and modular arithmetic
Takhanov, R., Tezekbayev, M., Pak, A., Bolatov, A. & Assylbekov, Z., Apr 2025, In: Machine Learning. 114, 4, 117.Research output: Contribution to journal › Article › peer-review
Open Access1 Citation (Scopus) -
The informativeness of the gradient revisited
Takhanov, R., Sept 2025, In: Neural Networks. 189, 107517.Research output: Contribution to journal › Article › peer-review
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Multi-layer random features and the approximation power of neural networks
Takhanov, R., 2024, In: Proceedings of Machine Learning Research. 244, p. 3299-3322 24 p.Research output: Contribution to journal › Conference article › peer-review
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On the Induced Problem for Fixed-Template CSPs
Takhanov, R., 2024, SOFSEM 2024: Theory and Practice of Computer Science - 49th International Conference on Current Trends in Theory and Practice of Computer Science, SOFSEM 2024, Proceedings. Fernau, H., Gaspers, S. & Klasing, R. (eds.). Springer Science and Business Media Deutschland GmbH, p. 485-499 15 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 14519 LNCS).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
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Autoencoders for a manifold learning problem with a jacobian rank constraint
Takhanov, R., Abylkairov, Y. S. & Tezekbayev, M., Nov 2023, In: Pattern Recognition. 143, 109777.Research output: Contribution to journal › Article › peer-review
1 Citation (Scopus)
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International Conference on Learning Representations (Event)
Takhanov, R. (Reviewer)
Apr 25 2022 → Apr 29 2022Activity: Publication peer-review and editorial work types › Editorial activity
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International Conference on Learning Representations (Event)
Takhanov, R. (Reviewer)
2020Activity: Publication peer-review and editorial work types › Publication peer-review
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International Conference on Learning Representations (Event)
Takhanov, R. (Reviewer)
2019Activity: Publication peer-review and editorial work types › Publication peer-review
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Conference on Neural Information Processing Systems (Event)
Takhanov, R. (Reviewer)
2019Activity: Publication peer-review and editorial work types › Publication peer-review
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AAAI Conference on Artificial Intelligence (Event)
Takhanov, R. (Reviewer)
2019Activity: Publication peer-review and editorial work types › Editorial activity