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Image Search Results
Journal: Frontiers in Artificial Intelligence
Article Title: Impact on bias mitigation algorithms to variations in inferred sensitive attribute uncertainty
doi: 10.3389/frai.2025.1520330
Figure Lengend Snippet: Overall design measuring the impact of uncertain sensitive attribute inference on bias mitigation algorithms.
Article Snippet: For the
Techniques:
Journal: Frontiers in Artificial Intelligence
Article Title: Impact on bias mitigation algorithms to variations in inferred sensitive attribute uncertainty
doi: 10.3389/frai.2025.1520330
Figure Lengend Snippet: Gender inference accuracy using existing demographic inference models.
Article Snippet: For the
Techniques:
Journal: Frontiers in Artificial Intelligence
Article Title: Impact on bias mitigation algorithms to variations in inferred sensitive attribute uncertainty
doi: 10.3389/frai.2025.1520330
Figure Lengend Snippet: Balanced accuracy and fairness score of the outcome prediction model (using inferred sensitive attribute) on Wikidata.
Article Snippet: For the
Techniques:
Journal: Frontiers in Artificial Intelligence
Article Title: Impact on bias mitigation algorithms to variations in inferred sensitive attribute uncertainty
doi: 10.3389/frai.2025.1520330
Figure Lengend Snippet: Prediction model fairness difference using the ground truth sensitive attribute S and the inferred sensitive attribute S ′ with 0.75 balanced accuracy.
Article Snippet: For the
Techniques:
Journal: Frontiers in Artificial Intelligence
Article Title: Impact on bias mitigation algorithms to variations in inferred sensitive attribute uncertainty
doi: 10.3389/frai.2025.1520330
Figure Lengend Snippet: Prediction model fairness difference between baseline model and bias mitigation methods using inferred sensitive attribute with 0.75 balanced accuracy.
Article Snippet: For the
Techniques: