The detect-understand-act (DUA) framework operates in three stages: the detect module uses computer vision to process unstructured data into symbolic representations; the understand component uses answer set programming (ASP) and inductive logic programming (ILP) to ensure decisions align with symbolic rules; and the act component uses pre-trained reinforcement learning policies to refine symbolic representations.

Authors

• Person: Not available Organization: arXiv
  Unlocking the Potential of Generative AI through Neuro-Symbolic ...

Sources

• Unlocking the Potential of Generative AI through Neuro-Symbolic ... arxiv.org arXiv via serper

Referenced by nodes (4)

• reinforcement learning concept
• symbolic representation concept
• computer vision concept
• Inductive Logic Programming (ILP) concept