PhD Position in Workflow Provenance and Its Application to Explainable and Transparent Artificial Intelligence

il y a 5 jours


Rennes, Bretagne, France INRIA Temps plein
About the Position

We are seeking a highly motivated and talented PhD researcher to join our team at INRIA, a world-renowned research institute in France. The successful candidate will have the opportunity to work on a cutting-edge project focused on workflow provenance and its application to explainable and transparent artificial intelligence.

Research Objectives

The project aims to advance the research on AI's transparency and explainability, addressing the growing concerns about ethical and practical implications of AI applications. The researcher will investigate mechanisms to formalize, capture, store, and manage metadata in AI-powered workflows, and will explore the relationship between model provenance, metadata, and model behavior.

Key Responsibilities
  • Conduct high-quality research on workflow provenance and its application to explainable and transparent artificial intelligence
  • Develop and implement novel methods for formalizing, capturing, storing, and managing metadata in AI-powered workflows
  • Analyze and evaluate the relationship between model provenance, metadata, and model behavior
  • Collaborate with the supervisory team to design and implement the research project
  • Contribute to the development of a comprehensive formal framework for capturing the complexity of provenance metadata
Requirements
  • Excellent academic record in computer science courses
  • Knowledge on distributed systems and data management systems
  • Strong programming skills (Python, C/C++)
  • Ability and motivation to conduct high-quality research, including publishing the results in relevant venues
  • Very good communication skills in oral and written English
  • Open-mindedness, strong integration skills, and team spirit
Benefits
  • Subsidized meals
  • Partial reimbursement of public transport costs
  • Possibility of teleworking (90 days per year) and flexible organization of working hours
  • Partial payment of insurance costs
Salary

Monthly gross salary amounting to 2100 euros for the first and second years and 2190 euros for the third year



  • Rennes, Bretagne, France INRIA Temps plein

    Context and Objectives The increasing demand for Artificial Intelligence (AI) applications deployed at the edge, rather than solely in the cloud, presents both opportunities and challenges. This shift aims to address concerns related to data privacy, bandwidth limitations, energy consumption, and latency requirements, particularly crucial for real-time...


  • Rennes, Bretagne, France INRIA Temps plein

    Job DescriptionContext and BackgroundAs the demand for Artificial Intelligence (AI) applications continues to grow, there is an increasing need to distribute AI applications from the cloud to edge devices. This trend aims to address issues related to data privacy, bandwidth limitations, power consumption reduction, and low latency requirements, especially...


  • Rennes, Bretagne, France INRIA Temps plein

    Context and ObjectivesThis PhD thesis is part of the NumPEx project, a key national initiative aimed at co-designing the software stack for the exascale era and preparing applications accordingly. The thesis will be co-supervised by Inria and CEA, with collaborations expected within the consortium.Research TeamThe thesis will be hosted by the KerData team at...


  • Rennes, Bretagne, France INRIA Temps plein

    About the PositionWe are seeking a highly motivated PhD student to join our team at INRIA, working on numerical ocean dynamics simulation, machine learning, and data assimilation.Research ContextThe Odyssey team is a multidisciplinary group involving researchers from INRIA, Ifremer, and IMT Atlantique. Our expertise encompasses mathematical and numerical...


  • Rennes, Bretagne, France INRIA Temps plein

    Job DescriptionContext and Key ResponsibilitiesThis PhD position is part of the META-TOO project, a European initiative that aims to investigate and address gender-based inappropriate social interactions in the Metaverse. The project is a collaboration between three distinguished institutions in Europe: the National Institute for Research in Digital Science...


  • Rennes, Bretagne, France INRIA Temps plein

    About This Opportunity INRIA is seeking a highly motivated PhD candidate to join our research team focused on the exciting field of foundation models and their deployment on embedded systems. This position offers a unique opportunity to contribute to cutting-edge research with real-world impact. Research Focus The primary objective of this PhD is to...


  • Rennes, Bretagne, France INRIA Temps plein

    About INRIA INRIA, the French national research institute for digital science and technology, is dedicated to advancing cutting-edge research in various fields. We are committed to fostering innovation and driving technological progress through collaborative projects and groundbreaking discoveries. Research Opportunity: PhD Position in Lightweight...

  • PhD Student

    il y a 1 semaine


    Rennes, Bretagne, France INRIA Temps plein

    Job DescriptionContext and Key SkillsINRIA, a leading research institute in France, is seeking a highly skilled researcher to join its Rainbow team. The successful candidate will work on a PhD project titled "Forming Carbon Fiber Tissues by Visual Servoing" as part of the PERFORM program.Job SummaryWe are looking for a talented researcher with expertise in...


  • Rennes, Bretagne, France INRIA Temps plein

    Job DescriptionAt INRIA, we are seeking a highly motivated PhD researcher to join our team and contribute to the development of innovative solutions for the transportation of cable-suspended loads using multi-drone systems.Context and ObjectivesThe goal of this PhD thesis is to advance the state-of-the-art in the field of multi-drone transportation of...


  • Rennes, Bretagne, France INRIA Temps plein

    About INRIA and the Odyssey Team INRIA, a leading French research institute in computer science, houses the Odyssey team, dedicated to advancing our understanding of ocean dynamics. Collaborating with Ifremer (Brest) and IMT Atlantique (Brest), Odyssey brings together expertise in mathematical modeling, physical oceanography, data assimilation, and machine...


  • Rennes, Bretagne, France INRIA Temps plein

    About INRIAINRIA is a leading research institute for digital science and technology, recognized for its excellence in international and industrial collaborations, groundbreaking research, software development, artificial intelligence, and technological startups.Project OverviewThe ANR-JCJC Archi-Noise project aims to develop novel architected materials for...


  • Rennes, Bretagne, France Afpa Temps plein

    Afpa, a leading vocational training organization, is seeking a Strategic Analysis and Economic Intelligence Specialist to join its team.The successful candidate will be responsible for:Conducting market studies and strategic economic analysisDeploying a data collection and processing process to characterize Afpa's organization within the...


  • Rennes, Bretagne, France INRIA Temps plein

    Job OpportunityWe are seeking a highly motivated and skilled PhD researcher to join our team at INRIA and contribute to the development of innovative solutions for exascale storage systems.About the ProjectThe successful candidate will work on modeling and simulating heterogeneous storage systems to study their behavior, predict their performance, and...


  • Rennes, Bretagne, France INRIA Temps plein

    About INRIA and This Opportunity INRIA is a leading French research institute dedicated to advancing computer science and its applications. We are seeking a highly motivated PhD candidate to join our team at the forefront of human-computer interaction research within the exciting field of Extended Reality (XR). Project Context: META-TOO This PhD position...


  • Rennes, Bretagne, France Institut National des Sciences Appliquées de Rennes Temps plein

    About the ProjectThe FOTON Institute, a research unit of the French National Centre for Scientific Research (CNRS) associated with the University of Rennes and the National Institute for Applied Sciences (INSA) of Rennes, is seeking a highly motivated PhD researcher to work on the development and processing of InP and related materials and nanostructures on...


  • Rennes, Bretagne, France Veolia Temps plein

    Become a part of Veolia Eau France and play a vital role in safeguarding our planet's resources and environment. As a member of a worldwide organization, you will contribute to ecological advancements by refining the GIS tool. Collaborate with a committed team dedicated to providing clean water, managing wastewater, generating renewable energy, and enhancing...


  • Rennes, Bretagne, France INRIA Temps plein

    Job DescriptionContext and Key ResponsibilitiesThe successful candidate will be part of a research team at INRIA, working on a PhD project focused on the development of robust and agile transportation systems for cable-suspended loads using multi-drone systems.Key ActivitiesPerception and Localization: The candidate will work on developing perception and...


  • Rennes, Bretagne, France Institut National des Sciences Appliquées de Rennes Temps plein

    Institut National des Sciences Appliquées de Rennes (INSA Rennes) is seeking a highly motivated PhD candidate to join the OHM research group within the FOTON Institute. This exciting opportunity focuses on developing innovative materials and nanostructures based on Indium Phosphide (InP) for cutting-edge applications in solar energy and quantum...


  • Rennes, Bretagne, France INRIA Temps plein

    Job OpportunityWe are seeking a highly motivated PhD researcher to join our team at INRIA and contribute to the development of innovative solutions for exascale storage systems.About the ProjectThe successful candidate will work on modeling and simulating heterogeneous storage systems to study their behavior, predict their performance, and propose innovative...


  • Rennes, Bretagne, France INRIA Temps plein

    Job DescriptionResearch ContextINRIA is seeking a highly motivated PhD student to contribute to the design and development of fault-tolerant architectures for Deep Neural Network (DNN) hardware accelerators. The goal of this project is to ensure the reliability of DNN hardware accelerators, which are critical components in various applications, including...