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Prasad Tadepalli

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نسخة أولية وصول مفتوح

Learning Probabilistic Logic Programs with Functional Gradient Guided Language Models

Saurabh Mathur, Sahil Sidheekh, Bhavan Vasu وآخرون · 2026

Declarative logic programs offer a powerful and interpretable abstraction for encoding relational structure and neurosymbolic reasoning, by expressing dependencies as weighted compositional rules. However, inducing them from data remains fundamentally hard, bottlenecked by the combinatorial explosion of symbolic search …

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