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Postdoctoral Fellow in Theory of Machine Learning

International Laboratory of Stochastic Algorithms and High-Dimensional Inference, Moscow, Russia
Higher School of Economics

International Laboratory of Stochastic Algorithms and High-Dimensional Inference in Moscow, Russia, invites applications for postdoctoral research positions in the field of theoretical Machine Learning.

Requirements

The general requirements for the postdoctoral fellowship positions are the following:

  • Candidates must hold a recent PhD in the field of Machine learning, Statistics, Computer Sciences, or related areas which was awarded over the last 5 years or received before starting work at HSE in a relevant field by an internationally recognized university and has been assessed by external reviewers as having the potential to pursue research that is publishable in leading peer-reviewed journals;
  • Candidates should either have a strong background in probability theory and statistics (high-dimensional probability), or in particular application domain (Deep Learning, Recommender Systems);
  • Fluent English is an obligatory condition as research and other activities are conducted in English. Knowledge of Russian is not required;
  • Relevant experience will be an asset although not required.

 

The position involves:

  • working under the direct supervision of dr. Sergey Samsonovand/or professor dr. Alexey Naumov;
  • participants are encouraged to pursue their own research along with working on HDI lab’s research projects such as:

o  Sampling and generative modeling. Here the potential postdock is expected to work with Sergey Samsonov and Alexey Naumov on different topics related to MCMC methods, GFlowNets (generative flow networks), diffusion sampling;
o  Theoretical analysis of stochastic approximation and optimization algorithms;
o  Analysis of the plasticity loss phenomenon and other directions for understanding the performance of reinforcement learning algorithms;
o  Developing the methodological aspects of recommender systems algorithms.

  • writing research papers for international peer-reviewed journals in co-authorship with the members of the Lab;
  • participation in the events of the Lab and other contribution to the Lab’s development;
  • public presentations of candidate’s own research to the academic community;
  • some teaching is encouraged, though not required.

 

Conditions

Appointments are made for one year. Postdoctoral fellows have high opportunity of renewal of the contract (no more than two times) in case of outstanding performance.

HSE University offers postdoctoral fellows a competitive salary, the standard medical insurance plan; a working space equipped with a computer and free Internet access at the University.

Application Process

Applications must be submitted online. Please provide a CV, a statement of research interest and a recent research paper submitted via the online application form. At least two letters of recommendation should be sent directly to the International Faculty Recruitment Office at fellowship@hse.ru before the application deadline. Please note that direct applications to the hiring laboratory may not be reviewed.

Read more about the application process here.

 

The deadline for the applications is January 31, 2026

 

Apply now

 

For more information:

 

If you have any additional questions, feel free to contact the International Faculty Recruitment Office at fellowship@hse.ru


 

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