On: Scallop – A Language for Neurosymbolic Programming

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Papers are linked here https://www.scallop-lang.org/resources.html

https://www.cis.upenn.edu/~mhnaik/papers/neurips21.pdf

https://dl.acm.org/doi/10.1145/3591280

There is a 135 page book on Scallop https://www.cis.upenn.edu/~mhnaik/papers/fntpl24.pdf