A Geometric Theory of Robust Fairness Audits

arXiv:2608.24818 · cs.LG · Submitted 2026-08-25 · Read on arXiv

cs.LG

Submitted: 2026-08-25

Updated: 2026-08-25

Terminology

• Aggregation — 55× in this paper · explained in 1 episode
• Robustness — 51× in this paper · explained in 5 episodes
• Abstraction — 4× in this paper · explained in 1 episode
• Accountability — 4× in this paper · explained in 2 episodes
• Benchmark — 4× in this paper · explained in 2 episodes
• Consistency — 4× in this paper · explained in 3 episodes
• Neighborhood Preservation Rate — 4× in this paper
• Algorithmic Bias — 2× in this paper · explained in 1 episode
• Unified Framework — 1× in this paper · explained in 5 episodes

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