A Generic Framework for Black-box Explanations - Inria - Institut national de recherche en sciences et technologies du numérique Access content directly
Conference Papers Year : 2020

A Generic Framework for Black-box Explanations

Abstract

Beyond their differences, most black-box explanation methods share a number of features and can be framed in a common structure. We identify these features and propose a generic and parameterized framework which makes it possible to combine them in different ways. This framework has been implemented in a proof of concept system called IBEX (for “Interactive Black-box EXplanation system”). IBEX makes it possible to address a variety of needs of different types of explainees (e.g. local or global explanations, detailed or simple explanations, explanations in the form of counterfactuals, rules, plots, etc.). We illustrate the benefit of the approach in terms of versatility through several case studies corresponding to different types of explainees.
Fichier principal
Vignette du fichier
IBEX_Soumission_FILA_2020.pdf (630.01 Ko) Télécharger le fichier
Origin Files produced by the author(s)

Dates and versions

hal-03127923 , version 1 (02-02-2021)

Identifiers

  • HAL Id : hal-03127923 , version 1

Cite

Clement Henin, Daniel Le Métayer. A Generic Framework for Black-box Explanations. FILA 2020 - International Workshop on Fair and Interpretable Learning Algorithms, Dec 2020, Atlanta, United States. pp.1-10. ⟨hal-03127923⟩
129 View
555 Download

Share

Gmail Mastodon Facebook X LinkedIn More