Neuro-Symbolic AI: The 3rd Wave

Henry Kautz (University of Rochester)

Abstract

We survey the history and current state of neuro-symbolic AI, identifying three waves of development. The third wave combines deep learning with symbolic reasoning for robust, interpretable AI systems.

Key Contributions

→Three-wave neuro-symbolic taxonomy
→Integration approaches survey
→Future research directions

Eigenvector Commentary

The neuro-symbolic approach is the most promising path to verifiable enterprise agent behavior. Pure neural agents are black boxes; pure symbolic systems are brittle. The third wave — combining both — is what Zone III governance requires.

Topics

neuro-symbolic AIsymbolic reasoningdeep learninginterpretability

Relevance Scores

Long-Horizon Score80

Enterprise Score82

Completeness76

Paper Info

Year2022

VenueAI Magazine

Typesurvey

ChapterCh. 3

Authors1

Frameworks

PASF GRAF