241 citations · 469 across the 31 of their papers we have counts for
21 papers · 1 filter
An Ontology Design Pattern for Role-Dependent Names
Rushrukh Rayan, Cogan Shimizu, Pascal Hitzler
We present an ontology design pattern for modeling Names as part of Roles, to capture scenarios where an Agent performs different Roles using different Names associated with the di…
Towards Human-Compatible XAI: Explaining Data Differentials with Concept Induction over Background Knowledge
Cara Widmer, Md Kamruzzaman Sarker, Srikanth Nadella +6
Concept induction, which is based on formal logical reasoning over description logics, has been used in ontology engineering in order to create ontology (TBox) axioms from the base…
Ontology Design Facilitating Wikibase Integration -- and a Worked Example for Historical Data
Cogan Shimizu, Andrew Eells, Seila Gonzalez +5
Wikibase -- which is the software underlying Wikidata -- is a powerful platform for knowledge graph creation and management. However, it has been developed with a crowd-sourced kno…
On the Capabilities of Pointer Networks for Deep Deductive Reasoning
Monireh Ebrahimi, Aaron Eberhart, Pascal Hitzler
The importance of building neural networks that can learn to reason has been well recognized in the neuro-symbolic community. In this paper, we apply neural pointer networks for co…
Neuro-Symbolic Artificial Intelligence: Current Trends
Md Kamruzzaman Sarker, Lu Zhou, Aaron Eberhart +1
Neuro-Symbolic Artificial Intelligence -- the combination of symbolic methods with methods that are based on artificial neural networks -- has a long-standing history. In this arti…
Completion Reasoning Emulation for the Description Logic EL+
Aaron Eberhart, Monireh Ebrahimi, Lu Zhou +2
We present a new approach to integrating deep learning with knowledge-based systems that we believe shows promise. Our approach seeks to emulate reasoning structure, which can be i…