Neuro-symbolic Computation for XAI: Towards a Unified Model
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@talk{nsc4xaiwoa2020,
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.},
address = {Bologna, Italy},
apice = {Nsc4xaiWoa2020},
author = {Ciatto, Giovanni and Pisano, Giuseppe and Calegari, Roberta and Omicini, Andrea},
date = {2020-09-15},
language = {en},
month = sep,
sort = {talk},
speaker = {Pisano, Giuseppe},
title = {Neuro-symbolic Computation for XAI: Towards a Unified Model},
type = {Talk},
year = 2020
}
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.},
address = {Bologna, Italy},
apice = {Nsc4xaiWoa2020},
author = {Ciatto, Giovanni and Pisano, Giuseppe and Calegari, Roberta and Omicini, Andrea},
date = {2020-09-15},
language = {en},
month = sep,
sort = {talk},
speaker = {Pisano, Giuseppe},
title = {Neuro-symbolic Computation for XAI: Towards a Unified Model},
type = {Talk},
year = 2020
}