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Financement de l’UE (3 304 975 €) : Atténuation des biais multi-attributs et multimodaux dans les systèmes d’IA Hor26/08/2022 Programme de recherche et d'innovation de l'UE « Horizon »
Vue d’ensemble
Texte
Atténuation des biais multi-attributs et multimodaux dans les systèmes d’IA
Artificial Intelligence (AI) is increasingly employed by businesses, governments, and other organizations to make decisions with far-reaching impacts on individuals and society. This offers big opportunities for automation in different sectors and daily life, but at the same time it brings risks for discrimination of minority and marginal population groups on the basis of the so-called protected attributes, like gender, race, and age. Despite the large body of research to date, the proposed methods work in limited settings, under very constrained assumptions, and do not reflect the complexity and requirements of real world applications. To this end, the MAMMOth project focuses on multi-discrimination mitigation for tabular, network and multimodal data. Through its computer science and AI experts, MAMMOth aims at addressing the associated scientific challenges by developing an innovative fairness-aware AI-data driven foundation that provides the necessary tools and techniques for the discovery and mitigation of (multi-)discrimination and ensures the accountability of AI-systems with respect to multiple protected attributes and for traditional tabular data and more complex network and visual data. The project will actively engage with numerous communities of vulnerable and/or underrepresented groups in AI research right from the start, adopting a co-creation approach, to make sure that actual user needs and pains are at the centre of the research agenda and act as guidance to the project’s activities. A social science-driven approach supported by social science and ethics experts will guide project research, and a science communication approach will increase the outreach of the outcomes. The project aims to demonstrate through pilots the developed solutions into three relevant sectors of interest: a) finance/loan applications, b) identity verification systems, and c) academic evaluation.
| Trilateral Research Ltd. | 120 000 € |
| Alma Mater Studiorum - Universita Di Bologna | 211 250 € |
| Associacio Forum Dona Activa 2010 | 84 375 € |
| Complexity Science Hub Vienna CSH - Verein ZUR Foerderung Wissenschaftlicher Forschung IM Bereich Komplexer Systeme | 469 394 € |
| CSI Center for Social Innovation Ltd. | 256 875 € |
| Ethniko Kentro Erevnas Kai Technologikis Anaptyxis | 580 625 € |
| Exus Software Monoprosopi Etairia Periorismenis Evthinis | 500 000 € |
| Iasis | 43 125 € |
| Idnow SAS | 247 500 € |
| Rijksuniversiteit Groningen | 307 313 € |
| Universitaet DER Bundeswehr Muenchen | 415 131 € |
| VSI Diversity Development Group | 69 388 € |
https://cordis.europa.eu/project/id/101070285
Cette annonce se réfère à une date antérieure et ne reflète pas nécessairement l’état actuel. L’état actuel est présenté à la page suivante : Trilateral Research Ltd., Londres, Royaume Uni.