Context-aware inference mechanisms in Neuro-Symbolic AI
Create context-aware inference mechanisms for Neuro-Symbolic AI that adjust reasoning based on situational cues to improve adaptability and relevance of deduced conclusions.
References
Open research questions remain in Neuro-Symbolic AI, including how to develop incremental learning that allows symbolic systems to evolve with new experiences, create context-aware inference mechanisms that adjust reasoning based on situational cues, achieve fine-grained explainability for complex inference chains, and explore meta-cognitive abilities enabling systems to monitor, evaluate, and optimize their learning processes in dynamic environments.
— Neuro-Symbolic AI in 2024: A Systematic Review
(2501.05435 - Colelough et al., 9 Jan 2025) in Section 4.2 Learning and Inference