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A Multi-layered Approach for Interactive Black-box Explanations

Clement Henin 1 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, Inria Lyon
Abstract : In order to provide interactive explanations, a system must be generic enough to be able to address a wide range of questions from explainees with different levels of expertise. In this paper, we present a multi-layered approach allowing explainees to express their needs at different levels of abstraction. We describe a proof-of-concept system called IBEX (for “Interactive Black-box Explanations”) implementing this approach and show its application to a variety of case studies.
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Submitted on : Wednesday, March 4, 2020 - 2:26:48 PM
Last modification on : Friday, August 5, 2022 - 3:51:01 AM
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  • HAL Id : hal-02498418, version 1


Clement Henin, Daniel Le Métayer. A Multi-layered Approach for Interactive Black-box Explanations. [Research Report] RR-9331, Inria - Research Centre Grenoble – Rhône-Alpes; Ecole des Ponts ParisTech. 2020. ⟨hal-02498418⟩



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