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)
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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) |
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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 |
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Déposé le: | 14 oct. 2020 01:28 |
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Dernière modification: | 14 oct. 2020 01:28 |
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