A critical survey on fairness benefits of XAI
In this critical survey, we analyze typical claims on the relationship between explainable AI
(XAI) and fairness to disentangle the multidimensional relationship between these two …
(XAI) and fairness to disentangle the multidimensional relationship between these two …
A Critical Survey on Fairness Benefits of Explainable AI
In this critical survey, we analyze typical claims on the relationship between explainable AI
(XAI) and fairness to disentangle the multidimensional relationship between these two …
(XAI) and fairness to disentangle the multidimensional relationship between these two …
Evolutionary Computation and Explainable AI: A Roadmap to Understandable Intelligent Systems
R Zhou, J Bacardit, AEI Brownlee… - IEEE Transactions …, 2024 - ieeexplore.ieee.org
Artificial intelligence methods are being increasingly applied across various domains, but
their often opaque nature has raised concerns about accountability and trust. In response …
their often opaque nature has raised concerns about accountability and trust. In response …
A Human-in-the-Loop Fairness-Aware Model Selection Framework for Complex Fairness Objective Landscapes
Abstract Fairness-aware Machine Learning (FairML) applications are often characterized by
complex social objectives and legal requirements, frequently involving multiple, potentially …
complex social objectives and legal requirements, frequently involving multiple, potentially …
Evolutionary Computation and Explainable AI: A Roadmap to Transparent Intelligent Systems
AI methods are finding an increasing number of applications, but their often black-box nature
has raised concerns about accountability and trust. The field of explainable artificial …
has raised concerns about accountability and trust. The field of explainable artificial …
On the Interplay of Transparency and Fairness in AI-Informed Decision-Making
J Schöffer - 2023 - publikationen.bibliothek.kit.edu
Using artificial intelligence (AI) systems for informing high-stakes decisions has become
increasingly pervasive in a variety of domains, including but not limited to hiring, lending, or …
increasingly pervasive in a variety of domains, including but not limited to hiring, lending, or …