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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

W. Sakla

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Aug 2026

FAIR-SHEPHERD: Fairness beyond Statistical Parity toward Structural Alignment

This work introduces FAIR-SHEPHERD, a structural policy-based framework for transparent fairness in real-world settings with noisy labels and shifting distributions and develops S-agnostic tools that optimize policy-aligned gradient objectives using lattice-defined proxies.

Shubham Mohole, Hongjun Choi, Christian Schroeder et al. · 0 citations

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