Postdoctoral Researcher in Reinforcement Learning and Bandits under Constraints
il y a 4 semaines
Postdoctoral Researcher Position
INRIA is seeking a highly motivated postdoctoral researcher to work on understanding the impact of different types of constraints and structures on the performance and design of bandit and reinforcement learning algorithms.
Research Objectives
The postdoctoral researcher will investigate the fundamental question of reinforcement learning and bandits under non-linear and dynamic constraints, and work in tandem with a PhD student to develop constrained RL formulations for robustness, privacy, and unbiasedness sequential decision making and adaptive testing.
Responsibilities
- Conduct research on reinforcement learning and bandits under constraints
- Develop constrained RL formulations for robustness, privacy, and unbiasedness sequential decision making and adaptive testing
- Collaborate with the PhD student to achieve research objectives
- Present research findings in seminars, workshops, and conferences
- Write papers for publication in top conferences and journals
Requirements
- Strong background in mathematics/statistics
- Good knowledge of machine learning, reinforcement learning, statistics, and algorithms
- Broad interest for responsible and trustworthy AI
- Knowledge of programming languages such as Python, C/C++
- Some experience with implementation and experimentation
- Good command of English
Benefits
- Subsidized meals
- Partial reimbursement of public transport costs
- Leave: 7 weeks of annual leave + 10 extra days off due to RTT + possibility of exceptional leave
- Possibility of teleworking and flexible organization of working hours
- Professional equipment available
- Social, cultural, and sports events and activities
- Access to vocational training
- Social security coverage
Salary
Gross monthly salary: 2788 €
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