348 citations · 417 across the 17 of their papers we have counts for
3 papers · 1 filter
Fairness Auditing with Multi-Agent Collaboration
Martijn de Vos, Akash Dhasade, Jade Garcia Bourrée +4
Existing work in fairness auditing assumes that each audit is performed independently. In this paper, we consider multiple agents working together, each auditing the same platform…
Leveraging Imperfect Sources to Detect Fairwashing in Black-Box Auditing
Jade Garcia Bourrée, Erwan Le Merrer, Gilles Tredan +1
Algorithmic auditing has become central to platform accountability under frameworks such as the AI Act and the Digital Services Act. In practice, this obligation is discharged thro…
The Bouncer Problem: Challenges to Remote Explainability
Erwan Le Merrer, Gilles Tredan
The concept of explainability is envisioned to satisfy society's demands for transparency on machine learning decisions. The concept is simple: like humans, algorithms should expla…