Work

Neuro-symbolic Computation for XAI: Towards a Unified Model

Year: 2020
Type: conference-paper
Abstract: The idea of integrating symbolic and sub-symbolic approaches to make intelligent systems (IS) understandable and explainable is at the core of new fields such as neuro-symbolic computing (NSC). This work lays under the umbrella of NSC, and aims at a twofold objective. First, we present a set of guidelines aimed at building explainable IS, which leverage on logic induction and constraints to integrate symbolic and sub-symbolic approaches. Then, we reify the proposed guidelines into a case study to show their effectiveness and potential, presenting a prototype built on the top of some NSC technologies.
Language: English
Open Access status: green
OpenAlex ID: W3095616054
FWCI: 0.239
Cites: 13
Cited by: 5
Related to: 10