### Research Interest

Machine learning

Constraint satisfaction problem and its soft versions

Conditional random fields and structured prediction

Sequence labeling

Neural networks

**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”

Reusing Weights in Subword-aware Neural Language Models

Zhenisbek Assylbekov, Rustem Takhanov, **2018** In : Proceedings of NAACL-HLT 2018.

Hybrid VCSPs with crisp and valued conservative templates

Rustem Takhanov, **2017** In : . 92

Patterns Versus Characters in Subword-Aware Neural Language Modeling

Rustem Takhanov, Zhenisbek Assylbekov, **2017** In : . , p 157-166

Syllable-aware Neural Language Models

Zhenisbek Assylbekov, Rustem Takhanov, Bagdat Myrzakhmetov, Jonathan N. Washington, **2017** In : . , p 1866-1872

Syllable-aware Neural Language Models: A Failure to Beat Character-aware Ones

Zhenisbek Assylbekov, Rustem Takhanov, Bagdat Myrzakhmetov, Jonathan N Washington, **2017** In : . , p 1867-1873

Effectiveness of structural restrictions for hybrid CSPs

Vladimir Kolmogorov, Michal Rolínek, Rustem Takhanov, **2015** In : . 9472 , p 566-577

Inference Algorithms for Pattern-Based CRFs on Sequence Data

Vladimir Kolmogorov, Rustem Takhanov, **2015** In : Algorithmica.

Inference algorithms for pattern-based CRFs on sequence data

Rustem Takhanov, Vladimir Kolmogorov, **2013** In : . , p 1182-1190

A dichotomy theorem for the general minimum cost homomorphism problem

Rustem Takhanov, **2010** In : . 5 , p 657-668

Extensions of the minimum cost homomorphism problem

Rustem Takhanov, **2010** In : . 6196 LNCS , p 328-337

On the sample monotonization problem

R. S. Takhanov, **2010** In : Computational Mathematics and Mathematical Physics. 50 , p 7 , p 1260-1266

Maximum predicate descriptions of sets of mappings

R. S. Takhanov, **2007** In : Computational Mathematics and Mathematical Physics. 47 , p 9 , p 1570-1581

Predicate description of universal constraints in the algebraic approach to pattern recognition problems

R. S. Takhanov, **2007** In : Computational Mathematics and Mathematical Physics. 47 , p 3 , p 527-532