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Scallop – A Language for Neurosymbolic Programming


declarative language designed to support rich symbolic reasoning in AI applications. It is based on Datalog, a logic rule-based query language for relational databases.

Scallop is a declarative language designed to support rich symbolic reasoning in AI applications. Scallop is a scalable Datalog solver equipped with support for discrete, probabilistic, and differentiable modes of reasoning. As a result, Scallop can be deeply integrated with existing PyTorch machine learning pipelines.

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