Hugging Face Trending Papers

Practical Judgment, Virtue, and Intuition in the Use of Opaque AI-Enabled Systems

AI-enabled systems are seeing increasing deployment across numerous domains, with many being "black boxes" with respect to core functions and capabilities. I.

arXiv AI
Jun 15

A Virtuous AI is an Existential Risk

arXiv:2606. 13739v1 Announce Type: cross Abstract: This paper examines trade-offs between AI safety and well-being relative to (i) one of the most promising methods for finetuning super-capable AIs, 'Constitutional AI', and (ii) one of the most influential approaches to understanding complex ethical decision making and the conditions for the well-being of rational agents, 'Virtue Ethics'.

By Guillermo Del Pinal, Youngchan Lee, Min Ohn
arXiv AI
Sep 25

The Gold in Bias: Maturing the AI Design Process through Verification

The paper proposes rethinking bias in AI as a diagnostic tool rather than merely a flaw to be minimized. It introduces a multidimensional framework that examines bias across origin, lifecycle emergence, technical causes, and validation methods, covering 30 bias types, 16 verification methods, and 20 countermeasures for both traditional and generative AI. The authors present a hierarchical evidence framework distinguishing internal and external validity, and advocate for Ethics by Design principles to embed bias verification throughout the AI development lifecycle.

By Samira Maghool, Paolo Ceravolo