Postdoctoral Researcher in Reinforcement Learning and Bandits
il y a 3 semaines
Context and Advantages of the Position
The postdoctoral researcher will be part of the INRIA team and will work under the supervision of Debabrota. The researcher will investigate the impact of different types of constraints and structures on the performance and design of bandit and RL algorithms.
The project aims to simulate existing and new collaborations with researchers and groups working on responsible AI, bandits, and reinforcement learning. The postdoctoral researcher will also be part of the INRIA community.
Research Mission
The postdoctoral researcher will investigate the fundamental question of reinforcement learning and bandits under non-linear and dynamic constraints. The researcher will work in tandem with a PhD student working on a related topic to develop constrained RL formulations for robustness, privacy, and unbiasedness sequential decision making and adaptive testing.
Main Activities
- Bibliographical search and proposing original ideas related to the topic of the PhD
- Developing and presenting the work in the INRIA seminar, workshops, and conferences
- Writing papers to get them accepted in top conferences and journals of the field (e.g. ICML, NeurIPS, COLT, IJCAI, AAAI, JMLR)
- Collaborating in writing scientific articles aiming towards a larger audience
Required Skills
- 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 (a plus)
- 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 (statutory reduction in working hours) + possibility of exceptional leave (sick children, moving home, etc.)
- Possibility of teleworking and flexible organization of working hours
- Professional equipment available (videoconferencing, loan of computer equipment, etc.)
- Social, cultural, and sports events and activities
- Access to vocational training
- Social security coverage
Salary
Gross monthly salary: 2788 €
-
Villeneuve-d'Ascq, Hauts-de-France INRIA Temps pleinJob DescriptionContext and AdvantagesWe are seeking a highly motivated postdoctoral researcher to join our team at INRIA. The successful candidate will be part of a dynamic research group focused on developing novel algorithms for reinforcement learning and bandits under various constraints.Research ObjectivesThe postdoc will investigate the impact of...
-
Postdoctoral Researcher in Reinforcement Learning and Bandits
il y a 17 heures
Villeneuve-d'Ascq, Hauts-de-France INRIA Temps pleinJob DescriptionContext and OpportunitiesWe are seeking a highly motivated postdoctoral researcher to join our team at INRIA and work on the theory of reinforcement learning and bandits under structures and constraints. The successful candidate will be part of a dynamic and interdisciplinary research environment, collaborating with researchers from various...
-
Villeneuve-d'Ascq, Hauts-de-France INRIA Temps pleinJob DescriptionContext and AdvantagesWe are seeking a highly motivated postdoctoral researcher to join our team at INRIA. The successful candidate will be part of a dynamic and collaborative research environment, working on the theory of reinforcement learning and bandits under various constraints.Research ObjectivesThe postdoc will investigate the...
-
Villeneuve-d'Ascq, Hauts-de-France INRIA Temps pleinJob DescriptionContext and AdvantagesWe are seeking a highly motivated postdoctoral researcher to join our team at INRIA. The successful candidate will be part of a dynamic and collaborative research environment, working on the theory of reinforcement learning and bandits under various constraints.Research ObjectivesThe postdoc will investigate the...
-
Postdoctoral Researcher in Reinforcement Learning and Bandits
il y a 3 semaines
Villeneuve-d'Ascq, Hauts-de-France INRIA Temps pleinJob DescriptionContext and OpportunitiesWe are seeking a highly motivated postdoctoral researcher to join our team at INRIA and work on the theory of reinforcement learning and bandits under structures and constraints. The successful candidate will be part of a dynamic and collaborative research environment, working closely with our team to advance the...
-
Postdoctoral Researcher in Reinforcement Learning and Bandits
il y a 3 semaines
Villeneuve-d'Ascq, Hauts-de-France INRIA Temps pleinJob DescriptionContext and AdvantagesWe are seeking a highly motivated postdoctoral researcher to join our team at INRIA. The successful candidate will be supported by our team and will have the opportunity to work on a project that aims to understand the impact of different types of constraints and structures on the performance and design of bandit and RL...
-
Villeneuve-d'Ascq, Hauts-de-France INRIA Temps pleinAbout the PositionWe are seeking a highly motivated and skilled Postdoctoral Researcher to join our team at INRIA. The successful candidate will be part of a research project focused on understanding the impact of different types of constraints and structures on the performance and design of bandit and reinforcement learning algorithms.Key...
-
Villeneuve-d'Ascq, Hauts-de-France INRIA Temps pleinJob DescriptionContext and Advantages of the PositionThe successful candidate will be part of a research team at INRIA and will have the opportunity to work on a project that aims to understand the impact of different types of constraints and structures on the performance and design of bandit and RL algorithms.The candidate will be expected to investigate...
-
Villeneuve-d'Ascq, Hauts-de-France INRIA Temps pleinContext and Advantages of the PositionIn this postdoctoral research position, the candidate will be supported by a team of researchers and will have the opportunity to work on a project that involves understanding the impact of different types of constraints and structures on the performance and design of bandit and RL algorithms.Research MissionThe postdoc...
-
Postdoctoral Researcher in Machine Learning
il y a 3 semaines
Villeneuve-d'Ascq, Hauts-de-France INRIA Temps pleinContext and OpportunitiesThe successful candidate will join our team at INRIA to work on a challenging project in machine learning and personalized patient follow-up.Research ObjectivesThe main objectives of this postdoctoral research position are to:Explore the application of bandit theory to personalized patient follow-upDevelop and investigate algorithms...
-
Postdoctoral Researcher in Machine Learning
il y a 2 semaines
Villeneuve-d'Ascq, Hauts-de-France INRIA Temps pleinContext and OpportunitiesThe successful candidate will join our team at INRIA to work on a challenging project in machine learning and personalized patient follow-up.Research ObjectivesThe main objectives of this postdoctoral research position are to:Explore the application of bandit theory to personalized patient follow-upDevelop and investigate algorithms...
-
PhD Position F/M in Robust Reinforcement Learning
il y a 2 jours
Villeneuve-d'Ascq, Hauts-de-France INRIA Temps pleinContext and OpportunitiesIn the framework of the PEPR project FOUNDRY, we are seeking a PhD candidate to work on the development of robust and private reinforcement learning algorithms. The successful candidate will be supervised by Debabrota and Emilie and will have the opportunity to collaborate with researchers and groups working on privacy-preserving...
-
PhD Position F/M in Robust Reinforcement Learning
il y a 2 semaines
Villeneuve-d'Ascq, Hauts-de-France INRIA Temps pleinContext and OpportunitiesIn the framework of the PEPR project FOUNDRY, we are seeking a PhD candidate to work on the development of robust and private reinforcement learning algorithms. The successful candidate will be supervised by Debabrota and Emilie and will have the opportunity to collaborate with researchers and groups working on privacy-preserving...
-
PhD Position F/M in Robust Reinforcement Learning
il y a 2 semaines
Villeneuve-d'Ascq, Hauts-de-France INRIA Temps pleinContext and OpportunitiesIn the framework of the PEPR project FOUNDRY, we are seeking a PhD candidate to work on the development of robust and private reinforcement learning algorithms. The successful candidate will be supervised by Debabrota and Emilie and will have the opportunity to collaborate with researchers and groups working on privacy-preserving...
-
Villeneuve-d'Ascq, Hauts-de-France INRIA Temps pleinJob DescriptionContext and Key ResponsibilitiesIn the pursuit of a doctoral thesis, the selected candidate will be supported by the PEPR project FOUNDRY and supervised by experienced researchers. The candidate will be affiliated with a prestigious research institution.As reinforcement learning algorithms are increasingly deployed in real-world applications,...
-
Postdoctoral Researcher in Personalized Patient Follow-up
il y a 1 semaine
Villeneuve-d'Ascq, Hauts-de-France INRIA Temps pleinContext and OpportunitiesThe successful candidate will join our team at INRIA to explore the application of machine learning to personalized patient follow-up. This project involves close collaboration with both the Scool and Inserm teams.Research ObjectivesThe main objectives of this postdoctoral research position are:To investigate the application of...
-
Villeneuve-d'Ascq, Hauts-de-France INRIA Temps pleinContext and Advantages of the PositionIn the framework of the PEPR project FOUNDRY, we are seeking a PhD researcher to work on the topic of responsible reinforcement learning, focusing on robustness and privacy in sequential decision making. The candidate will be supervised by Debabrota and Emilie, affiliated with INRIA.Research ObjectivesThe project aims to...
-
Villeneuve-d'Ascq, Hauts-de-France INRIA Temps pleinContext and Advantages of the PositionIn the framework of the PEPR project FOUNDRY, we are seeking a PhD researcher to work on responsible reinforcement learning, focusing on robustness and privacy in sequential decision making. The candidate will be supervised by Debabrota and Emilie, affiliated with INRIA.Research ObjectivesThe project aims to study the...
-
Villeneuve-d'Ascq, Hauts-de-France INRIA Temps pleinContext and Advantages of the PositionIn the framework of the PEPR project FOUNDRY, we are seeking a PhD researcher to work on the topic of responsible reinforcement learning, focusing on robustness and privacy in sequential decision making. The candidate will be supervised by Debabrota and Emilie, affiliated with INRIA.Research ObjectivesThe project aims to...
-
Postdoctoral Researcher in Privacy-Preserving Federated Learning
il y a 2 semaines
Villeneuve-d'Ascq, Hauts-de-France INRIA Temps pleinJob DescriptionWe are seeking a highly motivated Postdoctoral Researcher to join our team at INRIA, working on privacy-preserving federated learning with applications in medical domains.Context and ObjectivesThis postdoctoral position will be supported by the project, which aims to develop secure and private AI systems. The successful candidate will...