Neuro-Symbolic AI: The State of the Art Authors: Artur d’Avila Garcez (City, University of London) and Luís C. Lamb (UFRGS) Best Access: arXiv:2303.06287 (PDF freely available) Why it is the state of the art: This paper is the most direct match for the keyword. It systematically categorizes NeSy approaches into four waves:
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If you are looking for a PDF review of the "State of the Art," these are the most authoritative and recent sources: Neuro-Symbolic AI in 2024: A Systematic Review - ScienceDaily If you are looking for a
posits a simple yet powerful hypothesis: Neural networks learn what symbols represent from data; symbolic reasoners manipulate those symbols to guarantee correctness. As of 2025, NeSy is no longer a niche academic curiosity—it is a production-ready paradigm for applications requiring both learning and reasoning, such as automated theorem proving, visual question answering, and explainable medical diagnosis. such as automated theorem proving