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Geometry of Relaxed Fair Regression: A Unified Framework for Aware and Unaware Settings
Optimal transport characterizes relaxed fair regression via smooth population-wide or exact subset parity penalties across aware and unaware settings, and proposed algorithms match or exceed state-of-the-art benchmarks.
Paris Poster Session 6, Fri, Dec 11, 2:30 PM–4:30 PM, Paris Poster Hall · Published 2026
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AI panel: 11 of 20 reviewers recommend it
lenient 4/5
medium 7/10
strict 0/5