heathersherry / Trust-native-AI

Trust-native AI focus on incorporating structural information into deep learning paradigm to enable native trustworthy nature of AI system

Trust-Native_AI

Trust-native AI focus on incorporating structural information into deep learning paradigm to enable native trustworthy nature of AI system

• Constraint Interface Details

  • Constraint Resolution
    • Domain
      • Knowledge & Causality Discover (Constrain)

        - Knowledge form Neural Language
        - Knowledge Graph Discover
        - Causality Discover
      • Transformed Naive XAI (Metric)

        -
    • Universal
  • Consistency Representation

• Knowledge Details

  • Knowledge Graph (KG)

    - Constrain
    - Metric
  • Domain Specialized Knowledge (DSK)

    - Constrain
  • Pending List

• Causality Details

  • SCM
    • Constrain
      • Intervention

        - Deconfounder
        - Track prediction & Reasoning
      • Counterfactual

        -
    • Metric
      • Counterfactual
  • Pending List