Constellation, le dépôt institutionnel de l'Université du Québec à Chicoutimi

A generic explainability framework for function circuits

Hallé Sylvain et Tremblay Hugo. (2020). A generic explainability framework for function circuits. Dans : 12th International Workshop on Theory and Practice of Provenance (TaPP 2020)

[thumbnail of TaPP20.pdf]
Prévisualisation
PDF - Version publiée
222kB

URL officielle: https://www.usenix.org/conference/tapp2020/present...

Résumé

This paper presents the theoretical foundations of a data lineage framework for a model of computation called a function circuit, which is a directed graph of elementary calculation units called "functions". The proposed framework allow functions to manipulate arbitrary data structures, and allows lineage relationships to be expressed at a fine level of granularity over these structures by introducing the abstract concept of designator. Moreover, the lineage graphs produced by this framework allow multiple alternate explanations of a function’s outputs from its inputs. The theoretical groundwork presented in this paper opens the way to the implementation of a generic lineage library for function circuits.

Type de document:Matériel de conférence (Non spécifié)
Date:Juin 2020
Sujets:Sciences naturelles et génie > Sciences mathématiques > Informatique
Département, module, service et unité de recherche:Départements et modules > Département d'informatique et de mathématique
Liens connexes:
Déposé le:14 oct. 2020 01:28
Dernière modification:14 oct. 2020 01:28
Afficher les statistiques de telechargements

Éditer le document (administrateurs uniquement)

Services de la bibliothèque, UQAC
555, boulevard de l'Université
Chicoutimi (Québec)  CANADA G7H 2B1
418 545-5011, poste 5630