Postdoctoral Researcher in Reinforcement Learning and Bandits

il y a 2 semaines


Villeneuved'Ascq, Hauts-de-France INRIA Temps plein

About the Position

This postdoctoral position offers a unique opportunity to contribute to cutting-edge research in reinforcement learning (RL) and bandits within the framework of constraints and structures. You will be part of a dynamic research group at INRIA, collaborating with leading experts in the field.

Research Focus

The primary focus of this position is to investigate the impact of various types of constraints and structures on the performance and design of RL algorithms. Your research will delve into fundamental questions surrounding RL and bandits under non-linear and dynamic constraints. You will also work closely with a PhD student on developing constrained RL formulations for robustness, privacy, and unbiased sequential decision-making, as well as adaptive testing.

Responsibilities

  • Conduct in-depth research on the theoretical foundations of RL and bandits under constraints.
  • Develop novel constrained RL algorithms and formulations.
  • Collaborate with a PhD student on related research projects.
  • Contribute to scientific publications in top-tier conferences and journals.
  • Present your research findings at seminars, workshops, and conferences.

Qualifications

  • Strong background in mathematics and statistics.
  • Solid understanding of machine learning, reinforcement learning, and algorithms.
  • Interest in responsible and trustworthy AI.
  • Proficiency in programming languages such as Python and C/C++.
  • Excellent communication and writing skills in English.


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