Rustem Takhanov

Rustem Takhanov

Nazarbayev University

H-index: 7

Asia-Kazakhstan

About Rustem Takhanov

Rustem Takhanov, With an exceptional h-index of 7 and a recent h-index of 5 (since 2020), a distinguished researcher at Nazarbayev University, specializes in the field of machine learning, constraint satisfaction, dimensionality reduction.

His recent articles reflect a diverse array of research interests and contributions to the field:

Multi-layer random features and the approximation power of neural networks

Intractability of Learning the Discrete Logarithm with Gradient-Based Methods

On the induced problem for fixed-template CSPs

On the speed of uniform convergence in Mercer's theorem

Gradient Descent Fails to Learn High-frequency Functions and Modular Arithmetic

Computing a partition function of a generalized pattern-based energy over a semiring

Hardness of learning AES key (student abstract)

Reducing the dimensionality of data using tempered distributions

Rustem Takhanov Information

University

Position

___

Citations(all)

193

Citations(since 2020)

91

Cited By

128

hIndex(all)

7

hIndex(since 2020)

5

i10Index(all)

7

i10Index(since 2020)

3

Email

University Profile Page

Nazarbayev University

Google Scholar

View Google Scholar Profile

Rustem Takhanov Skills & Research Interests

machine learning

constraint satisfaction

dimensionality reduction

Top articles of Rustem Takhanov

Title

Journal

Author(s)

Publication Date

Multi-layer random features and the approximation power of neural networks

arXiv preprint arXiv:2404.17461

Rustem Takhanov

2024/4/26

Intractability of Learning the Discrete Logarithm with Gradient-Based Methods

Rustem Takhanov

Maxat Tezekbayev

Artur Pak

Arman Bolatov

Zhibek Kadyrsizova

...

2024/2/27

On the induced problem for fixed-template CSPs

Rustem Takhanov

2024/2/7

On the speed of uniform convergence in Mercer's theorem

Journal of Mathematical Analysis and Applications

Rustem Takhanov

2023/2/15

Gradient Descent Fails to Learn High-frequency Functions and Modular Arithmetic

arXiv preprint arXiv:2310.12660

Rustem Takhanov

Maxat Tezekbayev

Artur Pak

Arman Bolatov

Zhenisbek Assylbekov

2023/10/19

Computing a partition function of a generalized pattern-based energy over a semiring

Theory of Computing Systems

Rustem Takhanov

2023/8

Hardness of learning AES key (student abstract)

Proceedings of the AAAI Conference on Artificial Intelligence

Artur Pak

Sultan Nurmukhamedov

Rustem Takhanov

Zhenisbek Assylbekov

2023/6/26

Reducing the dimensionality of data using tempered distributions

Digital Signal Processing

Rustem Takhanov

2023/3/1

The algebraic structure of the densification and the sparsification tasks for CSPs

Constraints

Rustem Takhanov

2023/3

Autoencoders for a manifold learning problem with a jacobian rank constraint

Pattern Recognition

Rustem Takhanov

Y Sultan Abylkairov

Maxat Tezekbayev

2023/11/1

Learning the pattern-based CRF for prediction of a protein local structure

Informatica

Zhalgas Mukanov

Rustem Takhanov

2022/9/5

Spectral bounds of the -entropy of kernel classes

arXiv preprint arXiv:2204.04512

Rustem Takhanov

2022/4/9

Hardness of Learning AES Key

Sultan Nurmukhamedov

Artur Pak

Rustem Takhanov

Zhenisbek Assylbekov

2022

Combining pattern-based CRFs and weighted context-free grammars

Intelligent Data Analysis

Rustem Takhanov

Vladimir Kolmogorov

2022/1/1

Approximation error of Fourier neural networks

Statistical Analysis and Data Mining: The ASA Data Science Journal

Abylay Zhumekenov

Rustem Takhanov

Alejandro J Castro

Zhenisbek Assylbekov

2021/6

How many moments does MMD compare?

arXiv preprint arXiv:2106.14277

Rustem Takhanov

2021/6/27

Dimension reduction as an optimization problem over a set of generalized functions

Rustem Takhanov

2020/10/2

Fourier neural networks: A comparative study

Intelligent Data Analysis

Malika Uteuliyeva

Abylay Zhumekenov

Rustem Takhanov

Zhenisbek Assylbekov

Alejandro J Castro

...

2020/1/1

See List of Professors in Rustem Takhanov University(Nazarbayev University)

Co-Authors

H-index: 51
Vladimir Kolmogorov

Vladimir Kolmogorov

Institute of Science and Technology Austria

H-index: 10
Alejandro J. Castro

Alejandro J. Castro

Nazarbayev University

H-index: 8
Zhenisbek Assylbekov

Zhenisbek Assylbekov

Nazarbayev University

H-index: 4
Bagdat Myrzakhmetov

Bagdat Myrzakhmetov

Nazarbayev University

H-index: 2
Maxat Tezekbayev

Maxat Tezekbayev

Nazarbayev University

H-index: 2
Abylay Zhumekenov

Abylay Zhumekenov

King Abdullah University of Science and Technology

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