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DPNL: A DPLL-based Algorithm for Probabilistic Neurosymbolic Learning

Valentin, Thomas Jean-Michel et al.
arXiv (All) · Papers
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Probabilistic Neurosymbolic Learning (PNL) combines neural predictions with symbolic reasoning, enabling end-to-end learning from final-output supervision without labels for intermediate concepts. A central challenge is probabilistic inference: state-of-the-art approaches often rely on materializing
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