This study explores transparency challenges in algorithmic fairness. After reviewing progress in technical and regulatory transparency, it is suggested that some level of opacity is inherent to AI systems.
This study explores transparency challenges in algorithmic fairness. After reviewing progress in technical and regulatory transparency, it is suggested that some level of opacity is inherent to AI systems.
Contents:
2.1. Transparency and Fairness
2.2. Current Approaches to Transparency
2.3. The Black Box Issue
2.4. AI Systems and Mechanistic Tacit Knowledge
3. Dealing with Opacity: Directions for Further Research
4. Conclusion
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