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Towards a Generic Framework for Black-box Explanation Methods (Extended Version)

Clement Henin 1, 2 Daniel Le Métayer 2
2 PRIVATICS - Privacy Models, Architectures and Tools for the Information Society
Inria Grenoble - Rhône-Alpes, CITI - CITI Centre of Innovation in Telecommunications and Integration of services
Abstract : The main goal of this paper is to define a generic framework for black-box explanation methods in order to make it easier to compare and classify different approaches. We focus on two components of this framework, called respectively “Sampling” and “Generation”, which are characterized formally and used to build a taxonomy of explanation methods. This document gives details on how this framework can be used to describe black-box explanation methods found in the literature.
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https://hal.inria.fr/hal-02131174
Contributor : Clement Henin <>
Submitted on : Thursday, May 23, 2019 - 4:30:12 PM
Last modification on : Friday, June 28, 2019 - 3:37:07 PM

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  • HAL Id : hal-02131174, version 2

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Clement Henin, Daniel Le Métayer. Towards a Generic Framework for Black-box Explanation Methods (Extended Version). [Research Report] RR-9276, Inria Grenoble Rhône-Alpes; Ecole des Ponts ParisTech. 2019, pp.1-28. ⟨hal-02131174v2⟩

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