Fairness Auditing with Multi-Agent Collaboration
(ECAI) Considers multiple agents working together, each auditing the same platform for different tasks.
- from
- Audit Algorithms
- added
- 2026-10-10
- likes
- 0
similar
-
P2NIA: Privacy-Preserving Non-Iterative Auditing arxiv.org
(ECAI) Proposes a mutually beneficial collaboration for both the auditor and the platform: a privacy-preserving and non-iterative audit scheme that enhances fairness assessments using synthetic or local data, avoiding the challenges associated with traditional API-based audits.
-
TradingAgents github.com
Multi-Agents LLM Financial Trading Framework.
-
-
Active Fairness Auditing proceedings.mlr.press
(ICML) Studies of query-based auditing algorithms that can estimate the demographic parity of ML models in a query-efficient manner.
-
The Fair Game: Auditing & debiasing AI algorithms over time cambridge.org
Jouarnal of Cambridge Forum on AI: Law and Governance
-
Auditing Fairness by Betting arxiv.org
(Neurips) [Code] Sequential methods that allows for the continuous monitoring of incoming data from a black-box classifier or regressor.
Audit Algorithms › Papers > 2024: “(ECAI) Considers multiple agents working together, each auditing the same platform for different tasks.”