Hybrid on English AI Terms Dictionary

Neuro-symbolic AI

Sat, 18 Jul 2026 10:08:54 +0000

Definition

Neuro-symbolic AI integrates sub-symbolic neural learning methods with symbolic logic-based reasoning systems. This hybrid approach aims to overcome the limitations of pure deep learning, such as lack of interpretability and poor generalization from few examples, by incorporating explicit knowledge structures. It enables systems to learn from data while maintaining logical consistency and providing explainable decisions through rule-based inference.

Summary

An AI approach combining neural networks’ learning capabilities with symbolic reasoning’s logic and transparency.

Connectionist expert system

Sat, 18 Jul 2026 09:51:40 +0000

Definition

A connectionist expert system integrates the pattern recognition and learning strengths of neural networks (connectionism) with the explicit knowledge representation and logical reasoning of traditional rule-based expert systems. This hybrid approach aims to overcome the brittleness of symbolic systems and the lack of interpretability in pure neural networks. By linking sub-symbolic connections to symbolic concepts, these systems can learn from data while maintaining a level of transparency and logical consistency required for expert decision-making tasks.