A Genealogical Approach to Algorithmic Bias

M Ziosi, D Watson, L Floridi - Minds and Machines, 2024 - Springer
Abstract The Fairness, Accountability, and Transparency (FAccT) literature tends to focus on
bias as a problem that requires ex post solutions (eg fairness metrics), rather than …

Framework for the application of explainable artificial intelligence techniques in the service of democracy

MS Marques da Encarnacao… - … : People, Process and …, 2024 - emerald.com
Purpose This paper aims to explore explainable artificial intelligence (XAI) in democracy,
proposing an applicable framework. With artificial intelligence's (AI) increasing use in …

Exploring the role of AI explanations in delivering rejection messages: a comparative analysis of organizational justice perceptions between HR and AI

Y Tian, M Claudy, DJ Xu, SS LIAO - 2023 - aisel.aisnet.org
The increasing use of AI decision systems in recruitment processes has created challenges,
including potential resistance from job applicants. To address this issue, drawing on …

Beyond XAI: Obstacles Towards Responsible AI

Y Pi - arXiv preprint arXiv:2309.03638, 2023 - arxiv.org
The rapidly advancing domain of Explainable Artificial Intelligence (XAI) has sparked
significant interests in developing techniques to make AI systems more transparent and …

Training data composition determines machine learning generalization and biological rule discovery

E Ursu, A Minnegalieva, P Rawat, M Chernigovskaya… - bioRxiv, 2024 - biorxiv.org
Supervised machine learning models rely on training datasets with positive (target class)
and negative examples. Therefore, the composition of the training dataset has a direct …

Grounding and Validation of Algorithmic Recourse in Real-World Contexts: A Systematized Literature Review

A Buszydlik, P Altmeyer, CCS Liem, R Dobbe - 2024 - openreview.net
The aim of algorithmic recourse (AR) is generally understood to be the provision of"
actionable" recommendations to individuals affected by algorithmic decision-making …

[PDF][PDF] Framework for the application of Explainable Artificial Intelligence techniques in the service of Democracy

MSM da Encarnação - 2023 - run.unl.pt
As artificial intelligence is increasingly deployed in democracies around the world, there is
growing recognition of the need for transparency and accountability in Artificial Intelligence …