Working Group: Hybrid AI

Leader(s)

Lydia Boudjeloud-Assala

Mailing list

To get information about this WG, you can subscribe to its mailing list at https://sympa.inria.fr/sympa/info/mosaik-ia-hybride.

Descritpion

The aim of the Working Group is to study and propose hybrid approaches (symbolic, sub-symbolic, numerical) for humans, to make them interactive, and hybrid by design to be interpreted and explained.

The Working Group will focus on the following challenges

  • Hybrid approaches (symbolic, sub-symbolic, numerical) for human (interactive)
  • How to inject symbolic expert knowledge into numerical approaches
  • How numerical approaches can help symbolic approaches
  • How symbolic approaches can help numerical approaches
  • Proposing or developing hybrid approaches by design to be interpretable and explicable

Strategically, it is important to have a position in hybrid approaches in artificial intelligence for several key reasons, firstable, Combination of team members competence advantages: Hybrid approaches allow leveraging the strengths of both symbolic AI (K, ORPAILLEUR) and numerical AI (ORPAILLEUR, BIRD), thus creating more performent and robust systems. Hybrid systems offer more in-depth data analysis, enabling faster, more reliable decisions based on comprehensive and up-to-date information using interactivity to integrate expert knowledge Hybrid models can offer better explainability, crucial for user trust and regulatory compliance.

Members

  • Ait-Chabane, Rania
  • Bannay, Aurelie
  • Beer, Alexis
  • Blansché, Alexandre
  • Bonnin, Geoffray
  • Boudjeloud-Assala, Lydia
  • Brun, Armelle
  • Cabanes, Guénaël
  • Castagnos, Sylvain
  • Conan-Guez, Brieuc
  • Cruz-Lara, Samuel
  • D’Aquin, Mathieu
  • Gely, Alain
  • Gendron, Barbara
  • Haurel, Maxime
  • Klochko, Liudmyla
  • Langlois, David
  • Lieber, Jean
  • Monari, Clément
  • Pennerath, Frédéric
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