Search Results for author: Csaba Domokos

Found 6 papers, 1 papers with code

Neuro-Symbolic Ontology-Mediated Query Answering

no code implementations29 Sep 2021 Medina Andresel, Daria Stepanova, Trung-Kien Tran, Csaba Domokos, Pasquale Minervini

Recently, low-dimensional vector space representations of Knowledge Graphs (KGs) have been applied to find answers to logical queries over incomplete KGs.

Data Augmentation Knowledge Graphs

A Neural-symbolic Approach for Ontology-mediated Query Answering

no code implementations26 Jun 2021 Medina Andresel, Csaba Domokos, Daria Stepanova, Trung-Kien Tran

The experimental results demonstrate the effectiveness of our training strategies and the new loss function, i. e., our method significantly outperforms the baseline in the settings that require both inductive and deductive reasoning.

Data Augmentation Knowledge Graphs

Differentiable learning of numerical rules in knowledge graphs

no code implementations ICLR 2020 Po-Wei Wang, Daria Stepanova, Csaba Domokos, J. Zico Kolter

Rules over a knowledge graph (KG) capture interpretable patterns in data and can be used for KG cleaning and completion.

Knowledge Graphs

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