Scallop: A Language for Neurosymbolic Programming

We present Scallop, a language which combines the benefits of deep learning and logical reasoning. Scallop enables users to write a wide range of neurosymbolic applications and train them in a data- and compute-efficient manner. It achieves these goals through three key features: 1) a flexible symbo...

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Bibliographic Details

Published in:	Proceedings of ACM on programming languages Vol. 7; no. PLDI; pp. 1463 - 1487
Main Authors:	Li, Ziyang, Huang, Jiani, Naik, Mayur
Format:	Journal Article
Language:	English
Published:	New York, NY, USA ACM 06.06.2023
Subjects:	Computing methodologies Domain specific languages Learning paradigms Logical and relational learning Probabilistic reasoning Software and its engineering Differentiable reasoning Neurosymbolic methods
ISSN:	2475-1421, 2475-1421
Online Access:	Get full text
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