Integrating Knowledge Graphs with Symbolic AI: The Path to Interpretable Hybrid AI Systems in Medicine

Maria-Esther Vidal, Yashrajsinh Chudasama, Hao Huang, Disha Purohit, Maria Torrente

Abstract: Highlights•Explores how Knowledge Graphs enhance explainability and scalability in hybrid AI systems.•Introduces TrustKG for constraint validation and causal reasoning in healthcare.•Identifies gaps in KGs and proposes solutions for usability and evolving knowledge.•Links KG research in healthcare to applications in energy and manufacturing.•Proposes methods to improve KG data quality, scalability, and accessibility.