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Semantic Reasoning with Differentiable Graph Transformations

Authors:
Alberto Cetoli

Keywords: Semantic Reasoning, Semantic Graphs, Graph Transformations, Differentiable Computing.

Abstract:
This paper introduces a differentiable semantic reasoner, where rules are presented as a relevant set of graph transformations. These rules can be written manually or inferred by a set of facts and goals presented as a training set. While the internal representation uses embeddings in a latent space, each rule can be expressed as a set of predicates conforming to a subset of Description Logic.

Pages: 1 to 4

Copyright: Copyright (c) IARIA, 2021

Publication date: October 3, 2021

Published in: conference

ISSN: 2308-4510

ISBN: 978-1-61208-888-4

Location: Barcelona, Spain

Dates: from October 3, 2021 to October 7, 2021