State of Neuro-Symbolic AI

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Ontology-Guided Neuro-Symbolic Inference: Grounding Language Models with Mathematical Domain Knowledge(6.0)
KANFIS A Neuro-Symbolic Framework for Interpretable and Uncertainty-Aware Learning(5.0)
REASON: Accelerating Probabilistic Logical Reasoning for Scalable Neuro-Symbolic Intelligence(3.0)