Skip to Main content Skip to Navigation
Conference papers

Explainable AI: a narrative review at the crossroad of Knowledge Discovery, Knowledge Representation and Representation Learning

Ikram Chraibi Kaadoud 1, 2 Lina Fahed 1, 2 Philippe Lenca 1, 2
2 Lab-STICC_DECIDE - Equipe DECIDE
Lab-STICC - Laboratoire des sciences et techniques de l'information, de la communication et de la connaissance : UMR6285
Abstract : EXplainable Artificial Intelligence (XAI) has recently become a very active domain, mainly due to the extensive development of black-box models such as neural networks. Recent XAI objectives have been defined in the state-of-the-art, for which specific approaches have been proposed. Implicit links can be found between XAI and other domains, especially related to knowledge and neural networks. We here aim to highlight these implicit links. We present a narrative review of research works in two domains: (i) Knowledge domain with focus on Knowledge Discovery and Representation, and (ii) Representation Learning. We discuss the similarity and joining points between these domains and XAI. We conclude that, in order to make black-boxes more transparent, XAI approaches should be more inspired and take advantage of past and recent works in Knowledge and Representation Learning domains. Through this paper, we offer an entry point to the domain of XAI for both multidisciplinary researchers and specialists in AI, as well for AI knowledgeable users.
Complete list of metadata

https://hal.archives-ouvertes.fr/hal-03343687
Contributor : Ikram Chraibi Kaadoud Connect in order to contact the contributor
Submitted on : Tuesday, September 14, 2021 - 12:39:13 PM
Last modification on : Monday, October 11, 2021 - 2:24:03 PM

File

MRC-HCC-IJCAI2021-version auth...
Files produced by the author(s)

Identifiers

  • HAL Id : hal-03343687, version 1

Relations

Citation

Ikram Chraibi Kaadoud, Lina Fahed, Philippe Lenca. Explainable AI: a narrative review at the crossroad of Knowledge Discovery, Knowledge Representation and Representation Learning. Twelfth International Workshop Modelling and Reasoning in Context (MRC) @IJCAI 2021, Aug 2021, Montréal (virtual), Canada. ⟨hal-03343687⟩

Share

Metrics

Record views

84

Files downloads

71