A.I. Robustness: a Human-Centered Perspective on Technological Challenges and Opportunities

1 code implementation • 17 Oct 2022 • Andrea Tocchetti, Lorenzo Corti, Agathe Balayn, Mireia Yurrita, Philip Lippmann, Marco Brambilla, Jie Yang

Despite the impressive performance of Artificial Intelligence (AI) systems, their robustness remains elusive and constitutes a key issue that impedes large-scale adoption.

Towards a multi-stakeholder value-based assessment framework for algorithmic systems

1 code implementation • 9 May 2022 • Mireia Yurrita, Dave Murray-Rust, Agathe Balayn, Alessandro Bozzon

We, therefore, contribute to current ML auditing practices with an assessment framework that visualizes closeness and tensions between values and we give guidelines on how to operationalize them, while opening up the evaluation and deliberation process to a wide range of stakeholders.

Ethics